PRA2-Tipologia i cicle de vida de les dades - HousePrices

DESCRIPCIÓ i OBJECTIU

Aquest dataset conté les característiques d’un conjunt de cases amb 79 variables que descriuen gairebé completament cada aspecte d’aquestes cases residencials ubicades en Ames, Iowa. Aquest data set forma part d’un challenge en Kaggle anomenat: “HousePrices: Advance Regression Techniques” on el repte és predir el preu final de cada casa.

En el dataset Hi ha 1460 obs.amb 81 atributs, on la variable a predir és contínua (SalePrice). Addicionalment a la predicció dels preus, es fa un anàlisi per barris, una comparació dels preus de venda entre els anys 80 i els 90 i un anàlisi de l’evolució del preu de venda en funció de les 4 variables temporals del dataset.

S’assignen a variables el dataset de train i el de test

#summary(cars)
train <- read_csv('HousePrices/train.csv' )
test <- read_csv("HousePrices/test.csv")

Exploració del dataset

names(train)

##  [1] "Id"            "MSSubClass"    "MSZoning"      "LotFrontage"  
##  [5] "LotArea"       "Street"        "Alley"         "LotShape"     
##  [9] "LandContour"   "Utilities"     "LotConfig"     "LandSlope"    
## [13] "Neighborhood"  "Condition1"    "Condition2"    "BldgType"     
## [17] "HouseStyle"    "OverallQual"   "OverallCond"   "YearBuilt"    
## [21] "YearRemodAdd"  "RoofStyle"     "RoofMatl"      "Exterior1st"  
## [25] "Exterior2nd"   "MasVnrType"    "MasVnrArea"    "ExterQual"    
## [29] "ExterCond"     "Foundation"    "BsmtQual"      "BsmtCond"     
## [33] "BsmtExposure"  "BsmtFinType1"  "BsmtFinSF1"    "BsmtFinType2" 
## [37] "BsmtFinSF2"    "BsmtUnfSF"     "TotalBsmtSF"   "Heating"      
## [41] "HeatingQC"     "CentralAir"    "Electrical"    "1stFlrSF"     
## [45] "2ndFlrSF"      "LowQualFinSF"  "GrLivArea"     "BsmtFullBath" 
## [49] "BsmtHalfBath"  "FullBath"      "HalfBath"      "BedroomAbvGr" 
## [53] "KitchenAbvGr"  "KitchenQual"   "TotRmsAbvGrd"  "Functional"   
## [57] "Fireplaces"    "FireplaceQu"   "GarageType"    "GarageYrBlt"  
## [61] "GarageFinish"  "GarageCars"    "GarageArea"    "GarageQual"   
## [65] "GarageCond"    "PavedDrive"    "WoodDeckSF"    "OpenPorchSF"  
## [69] "EnclosedPorch" "3SsnPorch"     "ScreenPorch"   "PoolArea"     
## [73] "PoolQC"        "Fence"         "MiscFeature"   "MiscVal"      
## [77] "MoSold"        "YrSold"        "SaleType"      "SaleCondition"
## [81] "SalePrice"

summary(train)

##        Id           MSSubClass      MSZoning          LotFrontage    
##  Min.   :   1.0   Min.   : 20.0   Length:1460        Min.   : 21.00  
##  1st Qu.: 365.8   1st Qu.: 20.0   Class :character   1st Qu.: 59.00  
##  Median : 730.5   Median : 50.0   Mode  :character   Median : 69.00  
##  Mean   : 730.5   Mean   : 56.9                      Mean   : 70.05  
##  3rd Qu.:1095.2   3rd Qu.: 70.0                      3rd Qu.: 80.00  
##  Max.   :1460.0   Max.   :190.0                      Max.   :313.00  
##                                                      NA's   :259     
##     LotArea          Street             Alley             LotShape        
##  Min.   :  1300   Length:1460        Length:1460        Length:1460       
##  1st Qu.:  7554   Class :character   Class :character   Class :character  
##  Median :  9478   Mode  :character   Mode  :character   Mode  :character  
##  Mean   : 10517                                                           
##  3rd Qu.: 11602                                                           
##  Max.   :215245                                                           
##                                                                           
##  LandContour         Utilities          LotConfig        
##  Length:1460        Length:1460        Length:1460       
##  Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character  
##                                                          
##                                                          
##                                                          
##                                                          
##   LandSlope         Neighborhood        Condition1       
##  Length:1460        Length:1460        Length:1460       
##  Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character  
##                                                          
##                                                          
##                                                          
##                                                          
##   Condition2          BldgType          HouseStyle         OverallQual    
##  Length:1460        Length:1460        Length:1460        Min.   : 1.000  
##  Class :character   Class :character   Class :character   1st Qu.: 5.000  
##  Mode  :character   Mode  :character   Mode  :character   Median : 6.000  
##                                                           Mean   : 6.099  
##                                                           3rd Qu.: 7.000  
##                                                           Max.   :10.000  
##                                                                           
##   OverallCond      YearBuilt     YearRemodAdd   RoofStyle        
##  Min.   :1.000   Min.   :1872   Min.   :1950   Length:1460       
##  1st Qu.:5.000   1st Qu.:1954   1st Qu.:1967   Class :character  
##  Median :5.000   Median :1973   Median :1994   Mode  :character  
##  Mean   :5.575   Mean   :1971   Mean   :1985                     
##  3rd Qu.:6.000   3rd Qu.:2000   3rd Qu.:2004                     
##  Max.   :9.000   Max.   :2010   Max.   :2010                     
##                                                                  
##    RoofMatl         Exterior1st        Exterior2nd       
##  Length:1460        Length:1460        Length:1460       
##  Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character  
##                                                          
##                                                          
##                                                          
##                                                          
##   MasVnrType          MasVnrArea      ExterQual          ExterCond        
##  Length:1460        Min.   :   0.0   Length:1460        Length:1460       
##  Class :character   1st Qu.:   0.0   Class :character   Class :character  
##  Mode  :character   Median :   0.0   Mode  :character   Mode  :character  
##                     Mean   : 103.7                                        
##                     3rd Qu.: 166.0                                        
##                     Max.   :1600.0                                        
##                     NA's   :8                                             
##   Foundation          BsmtQual           BsmtCond        
##  Length:1460        Length:1460        Length:1460       
##  Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character  
##                                                          
##                                                          
##                                                          
##                                                          
##  BsmtExposure       BsmtFinType1         BsmtFinSF1     BsmtFinType2      
##  Length:1460        Length:1460        Min.   :   0.0   Length:1460       
##  Class :character   Class :character   1st Qu.:   0.0   Class :character  
##  Mode  :character   Mode  :character   Median : 383.5   Mode  :character  
##                                        Mean   : 443.6                     
##                                        3rd Qu.: 712.2                     
##                                        Max.   :5644.0                     
##                                                                           
##    BsmtFinSF2        BsmtUnfSF       TotalBsmtSF       Heating         
##  Min.   :   0.00   Min.   :   0.0   Min.   :   0.0   Length:1460       
##  1st Qu.:   0.00   1st Qu.: 223.0   1st Qu.: 795.8   Class :character  
##  Median :   0.00   Median : 477.5   Median : 991.5   Mode  :character  
##  Mean   :  46.55   Mean   : 567.2   Mean   :1057.4                     
##  3rd Qu.:   0.00   3rd Qu.: 808.0   3rd Qu.:1298.2                     
##  Max.   :1474.00   Max.   :2336.0   Max.   :6110.0                     
##                                                                        
##   HeatingQC          CentralAir         Electrical           1stFlrSF   
##  Length:1460        Length:1460        Length:1460        Min.   : 334  
##  Class :character   Class :character   Class :character   1st Qu.: 882  
##  Mode  :character   Mode  :character   Mode  :character   Median :1087  
##                                                           Mean   :1163  
##                                                           3rd Qu.:1391  
##                                                           Max.   :4692  
##                                                                         
##     2ndFlrSF     LowQualFinSF       GrLivArea     BsmtFullBath   
##  Min.   :   0   Min.   :  0.000   Min.   : 334   Min.   :0.0000  
##  1st Qu.:   0   1st Qu.:  0.000   1st Qu.:1130   1st Qu.:0.0000  
##  Median :   0   Median :  0.000   Median :1464   Median :0.0000  
##  Mean   : 347   Mean   :  5.845   Mean   :1515   Mean   :0.4253  
##  3rd Qu.: 728   3rd Qu.:  0.000   3rd Qu.:1777   3rd Qu.:1.0000  
##  Max.   :2065   Max.   :572.000   Max.   :5642   Max.   :3.0000  
##                                                                  
##   BsmtHalfBath        FullBath        HalfBath       BedroomAbvGr  
##  Min.   :0.00000   Min.   :0.000   Min.   :0.0000   Min.   :0.000  
##  1st Qu.:0.00000   1st Qu.:1.000   1st Qu.:0.0000   1st Qu.:2.000  
##  Median :0.00000   Median :2.000   Median :0.0000   Median :3.000  
##  Mean   :0.05753   Mean   :1.565   Mean   :0.3829   Mean   :2.866  
##  3rd Qu.:0.00000   3rd Qu.:2.000   3rd Qu.:1.0000   3rd Qu.:3.000  
##  Max.   :2.00000   Max.   :3.000   Max.   :2.0000   Max.   :8.000  
##                                                                    
##   KitchenAbvGr   KitchenQual         TotRmsAbvGrd     Functional       
##  Min.   :0.000   Length:1460        Min.   : 2.000   Length:1460       
##  1st Qu.:1.000   Class :character   1st Qu.: 5.000   Class :character  
##  Median :1.000   Mode  :character   Median : 6.000   Mode  :character  
##  Mean   :1.047                      Mean   : 6.518                     
##  3rd Qu.:1.000                      3rd Qu.: 7.000                     
##  Max.   :3.000                      Max.   :14.000                     
##                                                                        
##    Fireplaces    FireplaceQu         GarageType         GarageYrBlt  
##  Min.   :0.000   Length:1460        Length:1460        Min.   :1900  
##  1st Qu.:0.000   Class :character   Class :character   1st Qu.:1961  
##  Median :1.000   Mode  :character   Mode  :character   Median :1980  
##  Mean   :0.613                                         Mean   :1979  
##  3rd Qu.:1.000                                         3rd Qu.:2002  
##  Max.   :3.000                                         Max.   :2010  
##                                                        NA's   :81    
##  GarageFinish         GarageCars      GarageArea      GarageQual       
##  Length:1460        Min.   :0.000   Min.   :   0.0   Length:1460       
##  Class :character   1st Qu.:1.000   1st Qu.: 334.5   Class :character  
##  Mode  :character   Median :2.000   Median : 480.0   Mode  :character  
##                     Mean   :1.767   Mean   : 473.0                     
##                     3rd Qu.:2.000   3rd Qu.: 576.0                     
##                     Max.   :4.000   Max.   :1418.0                     
##                                                                        
##   GarageCond         PavedDrive          WoodDeckSF      OpenPorchSF    
##  Length:1460        Length:1460        Min.   :  0.00   Min.   :  0.00  
##  Class :character   Class :character   1st Qu.:  0.00   1st Qu.:  0.00  
##  Mode  :character   Mode  :character   Median :  0.00   Median : 25.00  
##                                        Mean   : 94.24   Mean   : 46.66  
##                                        3rd Qu.:168.00   3rd Qu.: 68.00  
##                                        Max.   :857.00   Max.   :547.00  
##                                                                         
##  EnclosedPorch      3SsnPorch       ScreenPorch        PoolArea      
##  Min.   :  0.00   Min.   :  0.00   Min.   :  0.00   Min.   :  0.000  
##  1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:  0.00   1st Qu.:  0.000  
##  Median :  0.00   Median :  0.00   Median :  0.00   Median :  0.000  
##  Mean   : 21.95   Mean   :  3.41   Mean   : 15.06   Mean   :  2.759  
##  3rd Qu.:  0.00   3rd Qu.:  0.00   3rd Qu.:  0.00   3rd Qu.:  0.000  
##  Max.   :552.00   Max.   :508.00   Max.   :480.00   Max.   :738.000  
##                                                                      
##     PoolQC             Fence           MiscFeature       
##  Length:1460        Length:1460        Length:1460       
##  Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character  
##                                                          
##                                                          
##                                                          
##                                                          
##     MiscVal             MoSold           YrSold       SaleType        
##  Min.   :    0.00   Min.   : 1.000   Min.   :2006   Length:1460       
##  1st Qu.:    0.00   1st Qu.: 5.000   1st Qu.:2007   Class :character  
##  Median :    0.00   Median : 6.000   Median :2008   Mode  :character  
##  Mean   :   43.49   Mean   : 6.322   Mean   :2008                     
##  3rd Qu.:    0.00   3rd Qu.: 8.000   3rd Qu.:2009                     
##  Max.   :15500.00   Max.   :12.000   Max.   :2010                     
##                                                                       
##  SaleCondition        SalePrice     
##  Length:1460        Min.   : 34900  
##  Class :character   1st Qu.:129975  
##  Mode  :character   Median :163000  
##                     Mean   :180921  
##                     3rd Qu.:214000  
##                     Max.   :755000  
## 

str(train)

## Classes 'spec_tbl_df', 'tbl_df', 'tbl' and 'data.frame': 1460 obs. of  81 variables:
##  $ Id           : num  1 2 3 4 5 6 7 8 9 10 ...
##  $ MSSubClass   : num  60 20 60 70 60 50 20 60 50 190 ...
##  $ MSZoning     : chr  "RL" "RL" "RL" "RL" ...
##  $ LotFrontage  : num  65 80 68 60 84 85 75 NA 51 50 ...
##  $ LotArea      : num  8450 9600 11250 9550 14260 ...
##  $ Street       : chr  "Pave" "Pave" "Pave" "Pave" ...
##  $ Alley        : chr  NA NA NA NA ...
##  $ LotShape     : chr  "Reg" "Reg" "IR1" "IR1" ...
##  $ LandContour  : chr  "Lvl" "Lvl" "Lvl" "Lvl" ...
##  $ Utilities    : chr  "AllPub" "AllPub" "AllPub" "AllPub" ...
##  $ LotConfig    : chr  "Inside" "FR2" "Inside" "Corner" ...
##  $ LandSlope    : chr  "Gtl" "Gtl" "Gtl" "Gtl" ...
##  $ Neighborhood : chr  "CollgCr" "Veenker" "CollgCr" "Crawfor" ...
##  $ Condition1   : chr  "Norm" "Feedr" "Norm" "Norm" ...
##  $ Condition2   : chr  "Norm" "Norm" "Norm" "Norm" ...
##  $ BldgType     : chr  "1Fam" "1Fam" "1Fam" "1Fam" ...
##  $ HouseStyle   : chr  "2Story" "1Story" "2Story" "2Story" ...
##  $ OverallQual  : num  7 6 7 7 8 5 8 7 7 5 ...
##  $ OverallCond  : num  5 8 5 5 5 5 5 6 5 6 ...
##  $ YearBuilt    : num  2003 1976 2001 1915 2000 ...
##  $ YearRemodAdd : num  2003 1976 2002 1970 2000 ...
##  $ RoofStyle    : chr  "Gable" "Gable" "Gable" "Gable" ...
##  $ RoofMatl     : chr  "CompShg" "CompShg" "CompShg" "CompShg" ...
##  $ Exterior1st  : chr  "VinylSd" "MetalSd" "VinylSd" "Wd Sdng" ...
##  $ Exterior2nd  : chr  "VinylSd" "MetalSd" "VinylSd" "Wd Shng" ...
##  $ MasVnrType   : chr  "BrkFace" "None" "BrkFace" "None" ...
##  $ MasVnrArea   : num  196 0 162 0 350 0 186 240 0 0 ...
##  $ ExterQual    : chr  "Gd" "TA" "Gd" "TA" ...
##  $ ExterCond    : chr  "TA" "TA" "TA" "TA" ...
##  $ Foundation   : chr  "PConc" "CBlock" "PConc" "BrkTil" ...
##  $ BsmtQual     : chr  "Gd" "Gd" "Gd" "TA" ...
##  $ BsmtCond     : chr  "TA" "TA" "TA" "Gd" ...
##  $ BsmtExposure : chr  "No" "Gd" "Mn" "No" ...
##  $ BsmtFinType1 : chr  "GLQ" "ALQ" "GLQ" "ALQ" ...
##  $ BsmtFinSF1   : num  706 978 486 216 655 ...
##  $ BsmtFinType2 : chr  "Unf" "Unf" "Unf" "Unf" ...
##  $ BsmtFinSF2   : num  0 0 0 0 0 0 0 32 0 0 ...
##  $ BsmtUnfSF    : num  150 284 434 540 490 64 317 216 952 140 ...
##  $ TotalBsmtSF  : num  856 1262 920 756 1145 ...
##  $ Heating      : chr  "GasA" "GasA" "GasA" "GasA" ...
##  $ HeatingQC    : chr  "Ex" "Ex" "Ex" "Gd" ...
##  $ CentralAir   : chr  "Y" "Y" "Y" "Y" ...
##  $ Electrical   : chr  "SBrkr" "SBrkr" "SBrkr" "SBrkr" ...
##  $ 1stFlrSF     : num  856 1262 920 961 1145 ...
##  $ 2ndFlrSF     : num  854 0 866 756 1053 ...
##  $ LowQualFinSF : num  0 0 0 0 0 0 0 0 0 0 ...
##  $ GrLivArea    : num  1710 1262 1786 1717 2198 ...
##  $ BsmtFullBath : num  1 0 1 1 1 1 1 1 0 1 ...
##  $ BsmtHalfBath : num  0 1 0 0 0 0 0 0 0 0 ...
##  $ FullBath     : num  2 2 2 1 2 1 2 2 2 1 ...
##  $ HalfBath     : num  1 0 1 0 1 1 0 1 0 0 ...
##  $ BedroomAbvGr : num  3 3 3 3 4 1 3 3 2 2 ...
##  $ KitchenAbvGr : num  1 1 1 1 1 1 1 1 2 2 ...
##  $ KitchenQual  : chr  "Gd" "TA" "Gd" "Gd" ...
##  $ TotRmsAbvGrd : num  8 6 6 7 9 5 7 7 8 5 ...
##  $ Functional   : chr  "Typ" "Typ" "Typ" "Typ" ...
##  $ Fireplaces   : num  0 1 1 1 1 0 1 2 2 2 ...
##  $ FireplaceQu  : chr  NA "TA" "TA" "Gd" ...
##  $ GarageType   : chr  "Attchd" "Attchd" "Attchd" "Detchd" ...
##  $ GarageYrBlt  : num  2003 1976 2001 1998 2000 ...
##  $ GarageFinish : chr  "RFn" "RFn" "RFn" "Unf" ...
##  $ GarageCars   : num  2 2 2 3 3 2 2 2 2 1 ...
##  $ GarageArea   : num  548 460 608 642 836 480 636 484 468 205 ...
##  $ GarageQual   : chr  "TA" "TA" "TA" "TA" ...
##  $ GarageCond   : chr  "TA" "TA" "TA" "TA" ...
##  $ PavedDrive   : chr  "Y" "Y" "Y" "Y" ...
##  $ WoodDeckSF   : num  0 298 0 0 192 40 255 235 90 0 ...
##  $ OpenPorchSF  : num  61 0 42 35 84 30 57 204 0 4 ...
##  $ EnclosedPorch: num  0 0 0 272 0 0 0 228 205 0 ...
##  $ 3SsnPorch    : num  0 0 0 0 0 320 0 0 0 0 ...
##  $ ScreenPorch  : num  0 0 0 0 0 0 0 0 0 0 ...
##  $ PoolArea     : num  0 0 0 0 0 0 0 0 0 0 ...
##  $ PoolQC       : chr  NA NA NA NA ...
##  $ Fence        : chr  NA NA NA NA ...
##  $ MiscFeature  : chr  NA NA NA NA ...
##  $ MiscVal      : num  0 0 0 0 0 700 0 350 0 0 ...
##  $ MoSold       : num  2 5 9 2 12 10 8 11 4 1 ...
##  $ YrSold       : num  2008 2007 2008 2006 2008 ...
##  $ SaleType     : chr  "WD" "WD" "WD" "WD" ...
##  $ SaleCondition: chr  "Normal" "Normal" "Normal" "Abnorml" ...
##  $ SalePrice    : num  208500 181500 223500 140000 250000 ...
##  - attr(*, "spec")=
##   .. cols(
##   ..   Id = col_double(),
##   ..   MSSubClass = col_double(),
##   ..   MSZoning = col_character(),
##   ..   LotFrontage = col_double(),
##   ..   LotArea = col_double(),
##   ..   Street = col_character(),
##   ..   Alley = col_character(),
##   ..   LotShape = col_character(),
##   ..   LandContour = col_character(),
##   ..   Utilities = col_character(),
##   ..   LotConfig = col_character(),
##   ..   LandSlope = col_character(),
##   ..   Neighborhood = col_character(),
##   ..   Condition1 = col_character(),
##   ..   Condition2 = col_character(),
##   ..   BldgType = col_character(),
##   ..   HouseStyle = col_character(),
##   ..   OverallQual = col_double(),
##   ..   OverallCond = col_double(),
##   ..   YearBuilt = col_double(),
##   ..   YearRemodAdd = col_double(),
##   ..   RoofStyle = col_character(),
##   ..   RoofMatl = col_character(),
##   ..   Exterior1st = col_character(),
##   ..   Exterior2nd = col_character(),
##   ..   MasVnrType = col_character(),
##   ..   MasVnrArea = col_double(),
##   ..   ExterQual = col_character(),
##   ..   ExterCond = col_character(),
##   ..   Foundation = col_character(),
##   ..   BsmtQual = col_character(),
##   ..   BsmtCond = col_character(),
##   ..   BsmtExposure = col_character(),
##   ..   BsmtFinType1 = col_character(),
##   ..   BsmtFinSF1 = col_double(),
##   ..   BsmtFinType2 = col_character(),
##   ..   BsmtFinSF2 = col_double(),
##   ..   BsmtUnfSF = col_double(),
##   ..   TotalBsmtSF = col_double(),
##   ..   Heating = col_character(),
##   ..   HeatingQC = col_character(),
##   ..   CentralAir = col_character(),
##   ..   Electrical = col_character(),
##   ..   `1stFlrSF` = col_double(),
##   ..   `2ndFlrSF` = col_double(),
##   ..   LowQualFinSF = col_double(),
##   ..   GrLivArea = col_double(),
##   ..   BsmtFullBath = col_double(),
##   ..   BsmtHalfBath = col_double(),
##   ..   FullBath = col_double(),
##   ..   HalfBath = col_double(),
##   ..   BedroomAbvGr = col_double(),
##   ..   KitchenAbvGr = col_double(),
##   ..   KitchenQual = col_character(),
##   ..   TotRmsAbvGrd = col_double(),
##   ..   Functional = col_character(),
##   ..   Fireplaces = col_double(),
##   ..   FireplaceQu = col_character(),
##   ..   GarageType = col_character(),
##   ..   GarageYrBlt = col_double(),
##   ..   GarageFinish = col_character(),
##   ..   GarageCars = col_double(),
##   ..   GarageArea = col_double(),
##   ..   GarageQual = col_character(),
##   ..   GarageCond = col_character(),
##   ..   PavedDrive = col_character(),
##   ..   WoodDeckSF = col_double(),
##   ..   OpenPorchSF = col_double(),
##   ..   EnclosedPorch = col_double(),
##   ..   `3SsnPorch` = col_double(),
##   ..   ScreenPorch = col_double(),
##   ..   PoolArea = col_double(),
##   ..   PoolQC = col_character(),
##   ..   Fence = col_character(),
##   ..   MiscFeature = col_character(),
##   ..   MiscVal = col_double(),
##   ..   MoSold = col_double(),
##   ..   YrSold = col_double(),
##   ..   SaleType = col_character(),
##   ..   SaleCondition = col_character(),
##   ..   SalePrice = col_double()
##   .. )

Anàlisi

S’identifiquen inicialment els atributs numèrics que poden ser d’interès per l’estimació del preu de la casa. Identificació atributs numèrics:

• OverallQual: Rates the overall material and finish of the house

   10   Very Excellent
   9    Excellent
   8    Very Good
   7    Good
   6    Above Average
   5    Average
   4    Below Average
   3    Fair
   2    Poor
   1    Very Poor

• OverallCond: Rates the overall condition of the house

   10   Very Excellent
   9    Excellent
   8    Very Good
   7    Good
   6    Above Average   
   5    Average
   4    Below Average   
   3    Fair
   2    Poor
   1    Very Poor

• YearBuilt: Original construction date
• YearRemodAdd: Remodel date (same as construction date if no remodeling or additions)
• MasVnrArea: Masonry veneer area in square feet
• BsmtFinSF1: Type 1 finished square feet
• BsmtFinSF2: Type 2 finished square feet
• BsmtUnfSF: Unfinished square feet of basement area
• BsmtUnfSF: Unfinished square feet of basement area
• TotalBsmtSF: Total square feet of basement area
• 1stFlrSF: First Floor square feet
• 2ndFlrSF: Second floor square feet
• LowQualFinSF: Low quality finished square feet (all floors)
• GrLivArea: Above grade (ground) living area square feet
• BsmtFullBath: Basement full bathrooms
• BsmtHalfBath: Basement half bathrooms
• FullBath: Full bathrooms above grade
• HalfBath: Half baths above grade
• TotRmsAbvGrd: Total rooms above grade (does not include bathrooms)
• Bedroom: Bedrooms above grade (does NOT include basement bedrooms)
• Kitchen: Kitchens above grade
• Fireplaces: Number of fireplaces
• GarageYrBlt: Year garage was built
• GarageCars: Size of garage in car capacity
• GarageArea: Size of garage in square feet
• WoodDeckSF: Wood deck area in square feet
• OpenPorchSF: Open porch area in square feet
• EnclosedPorch: Enclosed porch area in square feet
• 3SsnPorch: Three season porch area in square feet
• ScreenPorch: Screen porch area in square feet
• PoolArea: Pool area in square feet
• MiscVal: $Value of miscellaneous feature
• MoSold: Month Sold (MM)

• YrSold: Year Sold (YYYY)

A continuació, llistem també els atributs categòrics que poden influir en el preu:

• MSSubClass: Identifies the type of dwelling involved in the sale.

    20  1-STORY 1946 & NEWER ALL STYLES
    30  1-STORY 1945 & OLDER
    40  1-STORY W/FINISHED ATTIC ALL AGES
    45  1-1/2 STORY - UNFINISHED ALL AGES
    50  1-1/2 STORY FINISHED ALL AGES
    60  2-STORY 1946 & NEWER
    70  2-STORY 1945 & OLDER
    75  2-1/2 STORY ALL AGES
    80  SPLIT OR MULTI-LEVEL
    85  SPLIT FOYER
    90  DUPLEX - ALL STYLES AND AGES
   120  1-STORY PUD (Planned Unit Development) - 1946 & NEWER
   150  1-1/2 STORY PUD - ALL AGES
   160  2-STORY PUD - 1946 & NEWER
   180  PUD - MULTILEVEL - INCL SPLIT LEV/FOYER
   190  2 FAMILY CONVERSION - ALL STYLES AND AGES

• MSZoning: Identifies the general zoning classification of the sale.

   A    Agriculture
   C    Commercial
   FV   Floating Village Residential
   I    Industrial
   RH   Residential High Density
   RL   Residential Low Density
   RP   Residential Low Density Park 
   RM   Residential Medium Density

• Street: Type of road access to property

   Grvl Gravel  
   Pave Paved

• Alley: Type of alley access to property

   Grvl Gravel
   Pave Paved
   NA   No alley access

• LotShape: General shape of property

   Reg  Regular 
   IR1  Slightly irregular
   IR2  Moderately Irregular
   IR3  Irregular

• LandContour: Flatness of the property

   Lvl  Near Flat/Level 
   Bnk  Banked - Quick and significant rise from street grade to building
   HLS  Hillside - Significant slope from side to side
   Low  Depression

• Utilities: Type of utilities available

   AllPub   All public Utilities (E,G,W,& S)    
   NoSewr   Electricity, Gas, and Water (Septic Tank)
   NoSeWa   Electricity and Gas Only
   ELO  Electricity only    

• LotConfig: Lot configuration

   Inside   Inside lot
   Corner   Corner lot
   CulDSac  Cul-de-sac
   FR2  Frontage on 2 sides of property
   FR3  Frontage on 3 sides of property

• LandSlope: Slope of property

   Gtl  Gentle slope
   Mod  Moderate Slope  
   Sev  Severe Slope

• Neighborhood: Physical locations within Ames city limits

   Blmngtn  Bloomington Heights
   Blueste  Bluestem
   BrDale   Briardale
   BrkSide  Brookside
   ClearCr  Clear Creek
   CollgCr  College Creek
   Crawfor  Crawford
   Edwards  Edwards
   Gilbert  Gilbert
   IDOTRR   Iowa DOT and Rail Road
   MeadowV  Meadow Village
   Mitchel  Mitchell
   Names    North Ames
   NoRidge  Northridge
   NPkVill  Northpark Villa
   NridgHt  Northridge Heights
   NWAmes   Northwest Ames
   OldTown  Old Town
   SWISU    South & West of Iowa State University
   Sawyer   Sawyer
   SawyerW  Sawyer West
   Somerst  Somerset
   StoneBr  Stone Brook
   Timber   Timberland
   Veenker  Veenker

• Condition1: Proximity to various conditions

   Artery   Adjacent to arterial street
   Feedr    Adjacent to feeder street   
   Norm Normal  
   RRNn Within 200' of North-South Railroad
   RRAn Adjacent to North-South Railroad
   PosN Near positive off-site feature--park, greenbelt, etc.
   PosA Adjacent to postive off-site feature
   RRNe Within 200' of East-West Railroad
   RRAe Adjacent to East-West Railroad

• Condition2: Proximity to various conditions (if more than one is present)

   Artery   Adjacent to arterial street
   Feedr    Adjacent to feeder street   
   Norm Normal  
   RRNn Within 200' of North-South Railroad
   RRAn Adjacent to North-South Railroad
   PosN Near positive off-site feature--park, greenbelt, etc.
   PosA Adjacent to postive off-site feature
   RRNe Within 200' of East-West Railroad
   RRAe Adjacent to East-West Railroad

• BldgType: Type of dwelling

   1Fam Single-family Detached  
   2FmCon   Two-family Conversion; originally built as one-family dwelling
   Duplx    Duplex
   TwnhsE   Townhouse End Unit
   TwnhsI   Townhouse Inside Unit

• HouseStyle: Style of dwelling

   1Story   One story
   1.5Fin   One and one-half story: 2nd level finished
   1.5Unf   One and one-half story: 2nd level unfinished
   2Story   Two story
   2.5Fin   Two and one-half story: 2nd level finished
   2.5Unf   Two and one-half story: 2nd level unfinished
   SFoyer   Split Foyer
   SLvl Split Level

• RoofStyle: Type of roof

   Flat Flat
   Gable    Gable
   Gambrel  Gabrel (Barn)
   Hip  Hip
   Mansard  Mansard
   Shed Shed

• RoofMatl: Roof material

   ClyTile  Clay or Tile
   CompShg  Standard (Composite) Shingle
   Membran  Membrane
   Metal    Metal
   Roll Roll
   Tar&Grv  Gravel & Tar
   WdShake  Wood Shakes
   WdShngl  Wood Shingles

• Exterior1st: Exterior covering on house

   AsbShng  Asbestos Shingles
   AsphShn  Asphalt Shingles
   BrkComm  Brick Common
   BrkFace  Brick Face
   CBlock   Cinder Block
   CemntBd  Cement Board
   HdBoard  Hard Board
   ImStucc  Imitation Stucco
   MetalSd  Metal Siding
   Other    Other
   Plywood  Plywood
   PreCast  PreCast 
   Stone    Stone
   Stucco   Stucco
   VinylSd  Vinyl Siding
   Wd Sdng  Wood Siding
   WdShing  Wood Shingles

• Exterior2nd: Exterior covering on house (if more than one material)

   AsbShng  Asbestos Shingles
   AsphShn  Asphalt Shingles
   BrkComm  Brick Common
   BrkFace  Brick Face
   CBlock   Cinder Block
   CemntBd  Cement Board
   HdBoard  Hard Board
   ImStucc  Imitation Stucco
   MetalSd  Metal Siding
   Other    Other
   Plywood  Plywood
   PreCast  PreCast
   Stone    Stone
   Stucco   Stucco
   VinylSd  Vinyl Siding
   Wd Sdng  Wood Siding
   WdShing  Wood Shingles

• MasVnrType: Masonry veneer type

   BrkCmn   Brick Common
   BrkFace  Brick Face
   CBlock   Cinder Block
   None None
   Stone    Stone

• ExterQual: Evaluates the quality of the material on the exterior

   Ex   Excellent
   Gd   Good
   TA   Average/Typical
   Fa   Fair
   Po   Poor

• ExterCond: Evaluates the present condition of the material on the exterior

   Ex   Excellent
   Gd   Good
   TA   Average/Typical
   Fa   Fair
   Po   Poor

• Foundation: Type of foundation

   BrkTil   Brick & Tile
   CBlock   Cinder Block
   PConc    Poured Contrete 
   Slab Slab
   Stone    Stone
   Wood Wood

• BsmtQual: Evaluates the height of the basement

   Ex   Excellent (100+ inches) 
   Gd   Good (90-99 inches)
   TA   Typical (80-89 inches)
   Fa   Fair (70-79 inches)
   Po   Poor (<70 inches
   NA   No Basement

• BsmtCond: Evaluates the general condition of the basement

   Ex   Excellent
   Gd   Good
   TA   Typical - slight dampness allowed
   Fa   Fair - dampness or some cracking or settling
   Po   Poor - Severe cracking, settling, or wetness
   NA   No Basement

• BsmtExposure: Refers to walkout or garden level walls

   Gd   Good Exposure
   Av   Average Exposure (split levels or foyers typically score average or above)  
   Mn   Mimimum Exposure
   No   No Exposure
   NA   No Basement

• BsmtFinType1: Rating of basement finished area

   GLQ  Good Living Quarters
   ALQ  Average Living Quarters
   BLQ  Below Average Living Quarters   
   Rec  Average Rec Room
   LwQ  Low Quality
   Unf  Unfinshed
   NA   No Basement

• BsmtFinType2: Rating of basement finished area (if multiple types)

   GLQ  Good Living Quarters
   ALQ  Average Living Quarters
   BLQ  Below Average Living Quarters   
   Rec  Average Rec Room
   LwQ  Low Quality
   Unf  Unfinshed
   NA   No Basement

• Heating: Type of heating

   Floor    Floor Furnace
   GasA Gas forced warm air furnace
   GasW Gas hot water or steam heat
   Grav Gravity furnace 
   OthW Hot water or steam heat other than gas
   Wall Wall furnace

• HeatingQC: Heating quality and condition

   Ex   Excellent
   Gd   Good
   TA   Average/Typical
   Fa   Fair
   Po   Poor

• CentralAir: Central air conditioning

   N    No
   Y    Yes

• Electrical: Electrical system

   SBrkr    Standard Circuit Breakers & Romex
   FuseA    Fuse Box over 60 AMP and all Romex wiring (Average) 
   FuseF    60 AMP Fuse Box and mostly Romex wiring (Fair)
   FuseP    60 AMP Fuse Box and mostly knob & tube wiring (poor)
   Mix  Mixed

• KitchenQual: Kitchen quality

   Ex   Excellent
   Gd   Good
   TA   Typical/Average
   Fa   Fair
   Po   Poor

• Functional: Home functionality (Assume typical unless deductions are warranted)

   Typ  Typical Functionality
   Min1 Minor Deductions 1
   Min2 Minor Deductions 2
   Mod  Moderate Deductions
   Maj1 Major Deductions 1
   Maj2 Major Deductions 2
   Sev  Severely Damaged
   Sal  Salvage only

• FireplaceQu: Fireplace quality

   Ex   Excellent - Exceptional Masonry Fireplace
   Gd   Good - Masonry Fireplace in main level
   TA   Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement
   Fa   Fair - Prefabricated Fireplace in basement
   Po   Poor - Ben Franklin Stove
   NA   No Fireplace

• GarageType: Garage location

   2Types   More than one type of garage
   Attchd   Attached to home
   Basment  Basement Garage
   BuiltIn  Built-In (Garage part of house - typically has room above garage)
   CarPort  Car Port
   Detchd   Detached from home
   NA   No Garage

• GarageFinish: Interior finish of the garage

   Fin  Finished
   RFn  Rough Finished  
   Unf  Unfinished
   NA   No Garage

• GarageQual: Garage quality

   Ex   Excellent
   Gd   Good
   TA   Typical/Average
   Fa   Fair
   Po   Poor
   NA   No Garage

• GarageCond: Garage condition

   Ex   Excellent
   Gd   Good
   TA   Typical/Average
   Fa   Fair
   Po   Poor
   NA   No Garage

• PavedDrive: Paved driveway

   Y    Paved 
   P    Partial Pavement
   N    Dirt/Gravel

• PoolQC: Pool quality

   Ex   Excellent
   Gd   Good
   TA   Average/Typical
   Fa   Fair
   NA   No Pool

• Fence: Fence quality

   GdPrv    Good Privacy
   MnPrv    Minimum Privacy
   GdWo Good Wood
   MnWw Minimum Wood/Wire
   NA   No Fence

• MiscFeature: Miscellaneous feature not covered in other categories

   Elev Elevator
   Gar2 2nd Garage (if not described in garage section)
   Othr Other
   Shed Shed (over 100 SF)
   TenC Tennis Court
   NA   None

• SaleType: Type of sale

   WD   Warranty Deed - Conventional
   CWD  Warranty Deed - Cash
   VWD  Warranty Deed - VA Loan
   New  Home just constructed and sold
   COD  Court Officer Deed/Estate
   Con  Contract 15% Down payment regular terms
   ConLw    Contract Low Down payment and low interest
   ConLI    Contract Low Interest
   ConLD    Contract Low Down
   Oth  Other

• SaleCondition: Condition of sale

   Normal   Normal Sale
   Abnorml  Abnormal Sale -  trade, foreclosure, short sale
   AdjLand  Adjoining Land Purchase
   Alloca   Allocation - two linked properties with separate deeds, typically condo with a garage unit  
   Family   Sale between family members
   Partial  Home was not completed when last assessed (associated with New Homes)

VALORS NA

Anàlisi dels valors NA en el total d’atributs del dataset de training:

sapply(train, function(x) sum(is.na(x)))

##            Id    MSSubClass      MSZoning   LotFrontage       LotArea 
##             0             0             0           259             0 
##        Street         Alley      LotShape   LandContour     Utilities 
##             0          1369             0             0             0 
##     LotConfig     LandSlope  Neighborhood    Condition1    Condition2 
##             0             0             0             0             0 
##      BldgType    HouseStyle   OverallQual   OverallCond     YearBuilt 
##             0             0             0             0             0 
##  YearRemodAdd     RoofStyle      RoofMatl   Exterior1st   Exterior2nd 
##             0             0             0             0             0 
##    MasVnrType    MasVnrArea     ExterQual     ExterCond    Foundation 
##             8             8             0             0             0 
##      BsmtQual      BsmtCond  BsmtExposure  BsmtFinType1    BsmtFinSF1 
##            37            37            38            37             0 
##  BsmtFinType2    BsmtFinSF2     BsmtUnfSF   TotalBsmtSF       Heating 
##            38             0             0             0             0 
##     HeatingQC    CentralAir    Electrical      1stFlrSF      2ndFlrSF 
##             0             0             1             0             0 
##  LowQualFinSF     GrLivArea  BsmtFullBath  BsmtHalfBath      FullBath 
##             0             0             0             0             0 
##      HalfBath  BedroomAbvGr  KitchenAbvGr   KitchenQual  TotRmsAbvGrd 
##             0             0             0             0             0 
##    Functional    Fireplaces   FireplaceQu    GarageType   GarageYrBlt 
##             0             0           690            81            81 
##  GarageFinish    GarageCars    GarageArea    GarageQual    GarageCond 
##            81             0             0            81            81 
##    PavedDrive    WoodDeckSF   OpenPorchSF EnclosedPorch     3SsnPorch 
##             0             0             0             0             0 
##   ScreenPorch      PoolArea        PoolQC         Fence   MiscFeature 
##             0             0          1453          1179          1406 
##       MiscVal        MoSold        YrSold      SaleType SaleCondition 
##             0             0             0             0             0 
##     SalePrice 
##             0

Dels atributs numèrics seleccionats, s’observa que no hi ha valors na, tot i que poden haver-hi 0, per exemple en els anys. En la variable SalePrice tampoc hi ha NA.

En els atributs categòrics sí s’aprecien valors NA, en el cas de Fence, els NA equivaldrien a no fence, i s’observa que en tots els casos els valors NA formarien part del domini. Per exemple en els següents casos: NA= No Fence, NA=No Miscellaneous o que la casa no disposa de Garatge.

• Fence: Fence quality

   GdPrv    Good Privacy
   MnPrv    Minimum Privacy
   GdWo Good Wood
   MnWw Minimum Wood/Wire
   NA   No Fence

• MiscFeature: Miscellaneous feature not covered in other categories

   Elev Elevator
   Gar2 2nd Garage (if not described in garage section)
   Othr Other
   Shed Shed (over 100 SF)
   TenC Tennis Court
   NA   None

• GarageType:81 NA Garage location 81, el quan indica que l’any del garatge no pot omplir-se perquè no hi ha garatge. –GarageYrBlt: Year garage was built

   2Types   More than one type of garage
   Attchd   Attached to home
   Basment  Basement Garage
   BuiltIn  Built-In (Garage part of house - typically has room above garage)
   CarPort  Car Port
   Detchd   Detached from home
   NA   No Garage

REDUCCIO DE DIMENSIONALITAT

Donat que es té una gran quantitat d’atributs: 81 atributs es fa una reducció de la dimensionalitat.

1-Donat que tenim 1460 observacions, es prescindeix dels atributs amb un nombre molt elevat de NA. (where NA >1000 NA) –> Alley, PoolQC, Fence, MiscFeature

train = subset(train, select = -c(Alley,PoolQC,Fence,MiscFeature) )

2- Abans de fer matrius de correlació per a identificar i prescidir d’atributs amb una alta correlació entre ells (colinealitat) o amb molt poca correlació amb la variable Sale Price, es fa una prova de normalitat.

2.1-Normalitat de Sale Price que és la variable dependent.

Histograma: Per a veure les frequêncies. Es divideix per 1000 per a fer llegibles els preus. Els preus més freqüents estan entre 100k i 200k

hist(train$SalePrice/1000, main="Sale Price")

Visualment no sembla seguir una distribució normal

qqnorm(train$SalePrice, main="SalePrice") 
qqline(train$SalePrice,col=2)

Es confirma la manca de normalitat amb els tests de Kolmogorov-Smirnov i Shapiro-Wilk.

ks.test(train$SalePrice, pnorm, mean(train$SalePrice), sd(train$SalePrice))

## 
##  One-sample Kolmogorov-Smirnov test
## 
## data:  train$SalePrice
## D = 0.12369, p-value < 2.2e-16
## alternative hypothesis: two-sided

shapiro.test(train$SalePrice)

## 
##  Shapiro-Wilk normality test
## 
## data:  train$SalePrice
## W = 0.86967, p-value < 2.2e-16

veiem com el p-value és menor a 0.05, el qual vol dir que hem de refusa la Hipòtesi 0 i per tant podem confirmar que hi ha un manca de normalitat.

2.2- A continuació es fa la prova de normalitat de les variables numèriques usant el mètode de Shapiro-Wilk:

library(nortest)
train <- as.data.frame(train)
##---- **** encara no funciona!
alpha = 0.05 
col.names = colnames(train)
for (i in 1:ncol(train)) { 
        if (i == 1) cat("Variables que no segueixen una distribució normal:\n") 
        
        if (is.integer(train[,i]) | is.numeric(train[,i])) { 
                
               #p_val = ad.test(train[,i])$p.value
                p_val = shapiro.test(train[,i])$p.value 
                #  print(col.names[i])
               # print (p_val)
                if (p_val < alpha) {
                        cat (paste("No Normal: -- ", col.names[i]),"\r\n")
# Format output if (i < ncol(automoviles) - 1) cat(", ") if (i %% 3 == 0) cat("\n")
                }
               else{
                       cat (paste("Normal: -- ", col.names[i]),"\r\n")
               }
               
        }
                
} 

## Variables que no segueixen una distribució normal:
## No Normal: --  Id 
## No Normal: --  MSSubClass 
## No Normal: --  LotFrontage 
## No Normal: --  LotArea 
## No Normal: --  OverallQual 
## No Normal: --  OverallCond 
## No Normal: --  YearBuilt 
## No Normal: --  YearRemodAdd 
## No Normal: --  MasVnrArea 
## No Normal: --  BsmtFinSF1 
## No Normal: --  BsmtFinSF2 
## No Normal: --  BsmtUnfSF 
## No Normal: --  TotalBsmtSF 
## No Normal: --  1stFlrSF 
## No Normal: --  2ndFlrSF 
## No Normal: --  LowQualFinSF 
## No Normal: --  GrLivArea 
## No Normal: --  BsmtFullBath 
## No Normal: --  BsmtHalfBath 
## No Normal: --  FullBath 
## No Normal: --  HalfBath 
## No Normal: --  BedroomAbvGr 
## No Normal: --  KitchenAbvGr 
## No Normal: --  TotRmsAbvGrd 
## No Normal: --  Fireplaces 
## No Normal: --  GarageYrBlt 
## No Normal: --  GarageCars 
## No Normal: --  GarageArea 
## No Normal: --  WoodDeckSF 
## No Normal: --  OpenPorchSF 
## No Normal: --  EnclosedPorch 
## No Normal: --  3SsnPorch 
## No Normal: --  ScreenPorch 
## No Normal: --  PoolArea 
## No Normal: --  MiscVal 
## No Normal: --  MoSold 
## No Normal: --  YrSold 
## No Normal: --  SalePrice 

Per tant sembla que cap de les variables numèriques no segueix una distribució normal.

2.3- Tot seguit, comprovem la correlació entre els diferents atributs numèrics respecte a l’atribut SalePrice, aplicant la funció cor() que genera una matriu amb els percentatges de correlació entre les variables seleccionades.

cor(train[,c('OverallQual','OverallCond','YearBuilt','YearRemodAdd','MasVnrArea','BsmtFinSF1','BsmtFinSF2','BsmtUnfSF','TotalBsmtSF','1stFlrSF','2ndFlrSF','LowQualFinSF','GrLivArea','BsmtFullBath','BsmtHalfBath','FullBath','HalfBath','BedroomAbvGr','KitchenAbvGr','TotRmsAbvGrd','Fireplaces','GarageYrBlt','GarageCars','GarageArea','WoodDeckSF','OpenPorchSF','EnclosedPorch','3SsnPorch','ScreenPorch','PoolArea','MiscVal','MoSold','YrSold','SalePrice')], train['SalePrice'])

##                 SalePrice
## OverallQual    0.79098160
## OverallCond   -0.07785589
## YearBuilt      0.52289733
## YearRemodAdd   0.50710097
## MasVnrArea             NA
## BsmtFinSF1     0.38641981
## BsmtFinSF2    -0.01137812
## BsmtUnfSF      0.21447911
## TotalBsmtSF    0.61358055
## 1stFlrSF       0.60585218
## 2ndFlrSF       0.31933380
## LowQualFinSF  -0.02560613
## GrLivArea      0.70862448
## BsmtFullBath   0.22712223
## BsmtHalfBath  -0.01684415
## FullBath       0.56066376
## HalfBath       0.28410768
## BedroomAbvGr   0.16821315
## KitchenAbvGr  -0.13590737
## TotRmsAbvGrd   0.53372316
## Fireplaces     0.46692884
## GarageYrBlt            NA
## GarageCars     0.64040920
## GarageArea     0.62343144
## WoodDeckSF     0.32441344
## OpenPorchSF    0.31585623
## EnclosedPorch -0.12857796
## 3SsnPorch      0.04458367
## ScreenPorch    0.11144657
## PoolArea       0.09240355
## MiscVal       -0.02118958
## MoSold         0.04643225
## YrSold        -0.02892259
## SalePrice      1.00000000

En aquest cas com els atributs numèrics no segueixen una distribució normal, s’usa Spearman per a fer una matriu de correlació de les variables quantitatives amb la variable Sale Price. Prèviament es normalitzen els valors usant el mètode scale que usa una normalització de tipus z-score.

train.scaled <- scale(train[,c('OverallQual','OverallCond','YearBuilt','YearRemodAdd','MasVnrArea','BsmtFinSF1','BsmtFinSF2','BsmtUnfSF','TotalBsmtSF','1stFlrSF','2ndFlrSF','LowQualFinSF','GrLivArea','BsmtFullBath','BsmtHalfBath','FullBath','HalfBath','BedroomAbvGr','KitchenAbvGr','TotRmsAbvGrd','Fireplaces','GarageYrBlt','GarageCars','GarageArea','WoodDeckSF','OpenPorchSF','EnclosedPorch','3SsnPorch','ScreenPorch','PoolArea','MiscVal','MoSold','YrSold','SalePrice')])
#es converteix a data frame
train.scaled <- as.data.frame(scale(train.scaled))

Spearman:

corr_matrix <- matrix(nc = 2, nr = 0) 
colnames(corr_matrix) <- c("estimate", "p-value")
for (i in 1:(ncol(train.scaled) - 1)) { 
 if (is.integer(train.scaled[,i]) | is.numeric(train.scaled[,i])) { 
   spearman_test = cor.test(train.scaled[,i],
   train.scaled[,length(train.scaled)], method = "spearman") 
   corr_coef = spearman_test$estimate 
   p_val = spearman_test$p.value
# Add row to matrix 
   pair = matrix(ncol = 2, nrow = 1) 
   pair[1][1] = corr_coef 
   pair[2][1] = p_val 
   corr_matrix <- rbind(corr_matrix, pair) 
   rownames(corr_matrix)[nrow(corr_matrix)] <- colnames(train.scaled)[i]
  }
}
print(corr_matrix)

##                  estimate       p-value
## OverallQual    0.80982859  0.000000e+00
## OverallCond   -0.12932495  7.118552e-07
## YearBuilt      0.65268155 5.693841e-178
## YearRemodAdd   0.57115898 3.557233e-127
## MasVnrArea     0.42130950  1.472613e-63
## BsmtFinSF1     0.30187120  3.857909e-32
## BsmtFinSF2    -0.03880613  1.383221e-01
## BsmtUnfSF      0.18519663  9.886861e-13
## TotalBsmtSF    0.60272544 4.157300e-145
## 1stFlrSF       0.57540784 1.780246e-129
## 2ndFlrSF       0.29359799  2.040344e-30
## LowQualFinSF  -0.06771915  9.645078e-03
## GrLivArea      0.73130958 1.431015e-244
## BsmtFullBath   0.22512487  3.130150e-18
## BsmtHalfBath  -0.01218888  6.416775e-01
## FullBath       0.63595706 2.729574e-166
## HalfBath       0.34300755  1.422950e-41
## BedroomAbvGr   0.23490672  9.402132e-20
## KitchenAbvGr  -0.16482575  2.358516e-10
## TotRmsAbvGrd   0.53258594 9.553211e-108
## Fireplaces     0.51924745 1.354698e-101
## GarageYrBlt    0.59378833 3.611689e-132
## GarageCars     0.69071097 1.654517e-207
## GarageArea     0.64937853 1.320918e-175
## WoodDeckSF     0.35380161  2.688484e-44
## OpenPorchSF    0.47756066  4.860098e-84
## EnclosedPorch -0.21839362  3.180474e-17
## 3SsnPorch      0.06544022  1.238409e-02
## ScreenPorch    0.10006972  1.281429e-04
## PoolArea       0.05845300  2.551713e-02
## MiscVal       -0.06272700  1.652526e-02
## MoSold         0.06943224  7.955957e-03
## YrSold        -0.02989913  2.535700e-01

Les variables més fortament correlacionades, observades amb valors estimats més alts són:

• OverallQual: Rates the overall material and finish of the house
• GrLivArea: Above grade (ground) living area square feet
• YearBuilt: Original construction date
• GarageCars: Size of garage in car capacity
• GarageArea: Size of garage in square feet

Les variables menys interessants són les que tenen una estimació més a prop de 0. Per tal de reduir la dimensionalitat es pot prescindir de les variables entre -0.2 i 0.2 que no tindrien massa correlació amb el Sale Price:

• OverallCond
• BsmtFinSF2
• BsmtUnfSF
• LowQualFinSF
• BsmtHalfBath
• KitchenAbvGr
• 3SsnPorch
• ScreenPorch
• PoolArea
• MiscVal
  
• MoSold
• YrSold

train = subset(train, select = -c(OverallCond,BsmtFinSF2,BsmtUnfSF,LowQualFinSF,
BsmtHalfBath,BsmtHalfBath,KitchenAbvGr,`3SsnPorch`,ScreenPorch,PoolArea,
MiscVal,MoSold,YrSold) )

Tractament d’outliers

IDENTIFICACIÓ:

1-Variable de classe-dependent: Sale Price

summary(train$SalePrice)

##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   34900  129975  163000  180921  214000  755000

boxplot.stats(train$SalePrice)$out

##  [1] 345000 385000 438780 383970 372402 412500 501837 475000 386250 403000
## [11] 415298 360000 375000 342643 354000 377426 437154 394432 426000 555000
## [21] 440000 380000 374000 430000 402861 446261 369900 451950 359100 345000
## [31] 370878 350000 402000 423000 372500 392000 755000 361919 341000 538000
## [41] 395000 485000 582933 385000 350000 611657 395192 348000 556581 424870
## [51] 625000 392500 745000 367294 465000 378500 381000 410000 466500 377500
## [61] 394617

Observem com la majoria d’outliers són preus alts comparats amb la mitja que és de 163000. Es donen per valors vàlids, donat que s’observen característiques d’alt standing en aquestes cases, el que fa suposar que els valors són vàlids

train.data = train[c("OverallQual","GrLivArea","YearBuilt","GarageCars","GarageArea","SalePrice")]


filter(train.data,SalePrice %in% (boxplot.stats(train$SalePrice)$out))

##    OverallQual GrLivArea YearBuilt GarageCars GarageArea SalePrice
## 1            9      2324      2005          3        736    345000
## 2            9      1842      1981          3        894    385000
## 3           10      2945      2006          3        641    438780
## 4            7      2696      2007          3        792    383970
## 5            8      1710      2007          3        866    372402
## 6            9      2668      2003          3        726    412500
## 7            9      2234      2008          3       1166    501837
## 8           10      3608      1892          3        840    475000
## 9           10      2392      2003          3        968    386250
## 10           8      2794      1995          3        810    403000
## 11           9      2121      2006          3        732    415298
## 12           9      1944      2003          3        708    360000
## 13           7      2036      1965          2        513    375000
## 14           9      2596      2006          3        840    342643
## 15           8      2468      2004          3        872    354000
## 16           9      1922      2005          3        676    377426
## 17           9      2728      2005          3        706    437154
## 18           9      1856      2010          3        834    394432
## 19          10      2332      2007          3        846    426000
## 20          10      2402      2008          3        672    555000
## 21           8      1976      2006          3        908    440000
## 22           9      2643      2006          3        694    380000
## 23           9      1792      2003          3        874    374000
## 24           8      3228      1992          2        546    430000
## 25          10      2020      2009          3        900    402861
## 26           9      2713      2008          3        858    446261
## 27           8      2028      2005          3        880    369900
## 28          10      2296      2008          3        842    451950
## 29           8      3194      1934          2        380    359100
## 30           8      2704      1972          2        538    345000
## 31           9      1766      2009          3        478    370878
## 32           8      2113      1995          3        839    350000
## 33           8      2448      1994          3        711    402000
## 34           8      2097      2005          3       1134    423000
## 35           8      2046      2008          3        834    372500
## 36           8      1419      2007          2        567    392000
## 37          10      4316      1994          3        832    755000
## 38           8      2576      2006          3        666    361919
## 39           7      2418      1993          3        983    341000
## 40           8      3279      2003          3        841    538000
## 41           8      1973      2006          3        895    395000
## 42           9      3140      2008          3        820    485000
## 43           9      2822      2008          3       1020    582933
## 44          10      2084      2007          3       1220    385000
## 45           9      2224      2004          3        738    350000
## 46           9      2364      2009          3        820    611657
## 47           9      1940      2009          3        606    395192
## 48           8      2392      1997          3        870    348000
## 49           9      2868      2005          3        716    556581
## 50           8      2828      2006          3       1052    424870
## 51          10      3627      1995          3        807    625000
## 52           8      1652      2008          2        482    392500
## 53          10      4476      1996          3        813    745000
## 54           9      1702      2008          3       1052    367294
## 55          10      2076      2006          3        850    465000
## 56           9      2018      2008          3        746    378500
## 57           8      3447      1935          3       1014    381000
## 58           8      3238      1995          3        666    410000
## 59          10      2633      2001          3        804    466500
## 60           9      1746      2006          3        758    377500
## 61           8      1932      2008          3        774    394617

2-Variables independents:

Probablement són cases de finals del segle XIX.

boxplot.stats(train$YearBuilt)$out

## [1] 1880 1880 1880 1882 1880 1875 1872

bp <-boxplot(train$BsmtFinSF1,main="Type 1 finished square feet") 

bp$out

## [1] 1810 1880 1904 2260 2188 2096 5644

#boxplot.stats(train$BsmtFinSF1)$out

boxplot.stats(train$TotalBsmtSF)$out

##  [1]    0    0 2223    0    0    0 2216    0 2392    0 2121 2136 3206    0
## [15]    0    0    0 3094 2153 3200    0 3138    0    0    0    0 2109 2077
## [29] 2444    0    0    0    0 2078    0 2217    0    0 2330    0    0    0
## [43]    0 2524    0    0    0    0    0 2396 2158    0    0 2136    0 2076
## [57] 2110 6110    0 2633    0

Hi ha o un total de metres quadrats de la basement area (sotan) molt gran > 2000 o bé no hi ha sòtan i és 0

boxplot.stats(train$`1stFlrSF`)$out

##  [1] 2207 2223 2259 2158 2234 2392 2402 3228 3138 2515 2444 2217 2364 2898
## [15] 2524 2411 2196 4692 2156 2633

boxplot.stats(train$`2ndFlrSF`)$out

## [1] 1872 2065

boxplot.stats(train$GrLivArea)$out

##  [1] 2945 3222 3608 3112 2794 3493 2978 3228 4676 2775 3194 3395 4316 3279
## [15] 3140 2822 2872 2898 3082 2868 2828 3627 3086 2872 4476 3447 5642 2810
## [29] 2792 3238 2784

boxplot.stats(train$TotRmsAbvGrd)$out

##  [1] 11 11 12 11 11 11 11 14 11 12 11 12 11 11 12 11 12 11 12 11 11 12 12
## [24] 11 11 12 12 12 11 11

boxplot.stats(train$Bedroom)$out

##  [1] 0 5 5 6 0 5 6 5 5 6 5 6 5 0 8 5 6 5 5 6 5 5 5 5 5 5 5 0 0 5 0 5 6 5 5

boxplot.stats(train$Fireplaces)$out

## [1] 3 3 3 3 3

boxplot.stats(train$GarageYrBlt)$out

## numeric(0)

quan no hi ha garatge l’any de construcció s’emplena amb un 0 que seria un outlier.

boxplot.stats(train$GarageCars)$out

## [1] 4 4 4 4 4

boxplot.stats(train$GarageArea)$out

##  [1] 1166  968 1053 1025  947 1390 1134  983 1020 1220 1248 1043 1052  995
## [15] 1356 1052  954 1014 1418  968 1069

boxplot.stats(train$WoodDeckSF)$out

##  [1] 857 576 476 574 441 468 670 495 536 519 466 517 426 503 486 486 511
## [18] 421 550 509 474 728 436 431 448 439 635 500 668 586 431 736

(Wood deck area in square feet outliers)

boxplot.stats(train$OpenPorchSF)$out

##  [1] 204 213 258 199 234 184 205 228 238 260 198 172 208 228 184 250 175
## [18] 195 214 231 192 187 176 523 285 406 182 502 274 172 243 235 312 267
## [35] 265 288 341 204 174 247 291 312 418 240 364 188 207 234 192 191 252
## [52] 189 282 224 319 244 185 200 180 263 304 234 240 192 229 211 198 287
## [69] 292 207 241 547 211 184 262 210 236

(Open porch area in square feet outliers)

boxplot.stats(train$EnclosedPorch)$out

##   [1] 272 228 205 176 205  87 172 102  37 144  64 114 202 128 156  44  77
##  [18] 144 192 144 140 180 228 128 183  39 184  40 552  30 126  96  60 150
##  [35] 120 202  77 112 252  52 224 234 144 244 268 137  24 108 294 177 218
##  [52] 242  91 112 160 130 184 126 169 105  34  96 248 236 120  32  80 115
##  [69] 291 184 116 158 112 210  36 156 144 200  84 148 116 120 136 102 240
##  [86]  54 112  39 100  36 189 293 164  40 216 239 112 252 240 180  67  90
## [103] 120  56 112 129  40  98 143 216 234 112 112  70 386 154 185 156 156
## [120] 134 196 264 185 275  96 120 112 116 230 254  68 194 192  34 150 164
## [137] 112 224  32 318 244  48  94 138 108 112 226 192 174 228  19 170 220
## [154] 128  80 115 137 192 252 112  96 176 216 176 214 280  96 116 102 190
## [171] 236 192  84 330 208 145 259 126 264  81 164  42 123 162 100 286 190
## [188] 168  20 301 198  96 221 112 212  50 150 168 112 160 114 216 154  99
## [205] 158 216 252 112

Enclosed porch area in square feet outliers: La mitja són 21.95 i el màxim 552 no havent-hi ni primer ni tercer quartil. Per tant podem dir que en la majoria de casos no hi ha enclosed porch, però quan hi ha és de molts metres quadrats.

TRACTAMENT d’OUTLIERS: Tots el outliers analitzats tenen sentint dintre del domini de cada atribut, per tant es decideix no aplicar cap mètode corrector.

CREACIÓ DE NOVES VARIABLES NUMÈRIQUES A PARTIR DE LES CATEGÒRIQUES

Abans hem trobat la correlació de les variables numèriques amb SalePrice fent servir la funció cor() i la correlació d’Spearman. Ara, intentarem fer el mateix però amb les variables categòriques.

Per tal d’aconseguir-ho crearem nous atributs numèrics a partir dels atributs categòrics existents. Això ho podrem fer revisant cadascuna de les variables i definint uns valors numèrics que descriguin de forma equivalent les categories representades.

La nomenclatura que farem servir per assignar aquests nous atributs serà vn al principi del nom, per tal d’indicar que es tracta d’un valor numèric.

Començarem per la variable Street, que té dos possibles valors: Grvl o Pave; és a dir el camí d’accés a la vivenda pot ser de grava o pavimentat.

#Comprovem els possibles valors de la variable Street
table(train$Street)

## 
## Grvl Pave 
##    6 1454

#Creem la nova variable numèrica assignant 1 o 0 en funció de si el carrer està pavimentat (1) o no (0)
train$vnStreet[train$Street == "Pave"] <- 1
train$vnStreet[train$Street != "Pave"] <- 0

L’atribut LotShape ens descriu la forma de la vivenda en 4 nivells desde regular (millor) fins a irregular (pitjor).

#Comprovem els possibles valors de la variable LotShape
table(train$LotShape)

## 
## IR1 IR2 IR3 Reg 
## 484  41  10 925

#Creem la nova variable numèrica que pot agafar 4 possibles valors: regular(4), una mica irregular (3), bastant irregular (2), irregular (1)
train$vnLotShape[train$LotShape == "Reg"] <- 4
train$vnLotShape[train$LotShape == "IR1"] <- 3
train$vnLotShape[train$LotShape == "IR2"] <- 2
train$vnLotShape[train$LotShape == "IR3"] <- 1

LandContour indica el desnivell de la vivenda.

#Comprovem els possibles valors de la variable LandContour
table(train$LandContour)

## 
##  Bnk  HLS  Low  Lvl 
##   63   50   36 1311

#Creem la nova variable numèrica en la que considerarem únicament dos possibles valors: a nivell (1) o amb desnivell (0)
train$vnLandContour[train$LandContour == "Lvl"] <- 1
train$vnLandContour[train$LandContour != "Lvl"] <- 0

Utilities descriu els serveis de que consta la vivenda.

#Comprovem els possibles valors de la variable Utilities
table(train$Utilities)

## 
## AllPub NoSeWa 
##   1459      1

#La nova variable numèrica prendrà 4 possibles valors: AllPub(4), NoSewr(3), NoSeWa(2), ELO(1)
train$vnUtilities[train$Utilities == "AllPub"] <- 4
train$vnUtilities[train$Utilities == "NoSewr"] <- 3
train$vnUtilities[train$Utilities == "NoSeWa"] <- 2
train$vnUtilities[train$Utilities == "ELO"] <- 1

LandSlope indica el pendent del terreny.

#Comprovem els possibles valors de la variable LandSlope
table(train$LandSlope)

## 
##  Gtl  Mod  Sev 
## 1382   65   13

#La nova variable numèrica prendrà 3 possibles valors: Gtl(3), Mod(2), Sev(1)
train$vnLandSlope[train$LandSlope == "Gtl"] <- 3
train$vnLandSlope[train$LandSlope == "Mod"] <- 2
train$vnLandSlope[train$LandSlope == "Sev"] <- 1

Amb LotConfig per tal de donar un valor numèric que tingui sentit, tenint en compte que no es pot establir cap ordre de millor o pitjor per a la configuració de la propietat, el que farem es fixar-nos en el preu mig per a cada tipus de configuració. D’aquesta manera podrem ordenar de la configuració més cara a la més barata les vivendes.

#Comprovem quin és el SalePrice mig per a cadascuna de les configuracions
summarize(group_by(train, LotConfig), mean(SalePrice, na.rm=T))

## # A tibble: 5 x 2
##   LotConfig `mean(SalePrice, na.rm = T)`
##   <chr>                            <dbl>
## 1 Corner                         181623.
## 2 CulDSac                        223855.
## 3 FR2                            177935.
## 4 FR3                            208475 
## 5 Inside                         176938.

#Ara assignem 5 possibles valors numèrics a la nova variable, seguint un ordre de configuració més valuosa a menys: CulDSac(5), FR3(4), Corner(3), FR2(2), Inside(1)
train$vnLotConfig[train$LotConfig == "CulDSac"] <- 5
train$vnLotConfig[train$LotConfig == "FR3"] <- 4
train$vnLotConfig[train$LotConfig == "Corner"] <- 3
train$vnLotConfig[train$LotConfig == "FR2"] <- 2
train$vnLotConfig[train$LotConfig == "Inside"] <- 1

Per assignar un valor numèric a l’atribut Neighborhood farem el mateix. Definirem el preu mig de venta de les vivendes de cada veïnat, i a continuació classificarem aquests barris en 3 grups en funció del preu mig de les vivendes entre barats(1), preu mitjà(2) i cars(3).

#Comprovem quin és el preu de venta mig per a les vivendes de cadascun dels barris
nbhdprice <- summarize(group_by(train, Neighborhood),mean(SalePrice, na.rm=T))
#Definim com a barri barat (nbhdprice_lo) els barris amb un preu mitjà inferior a 140.000, barri mitjà (nbhdprice_med) els que tenen un preu entre 140.000 i 200.000 i barri car (nbhdprice_hi) els que les propietats tenen un preu superior a 200.000
nbhdprice_lo <- filter(nbhdprice, nbhdprice$`mean(SalePrice, na.rm = T)` < 140000)
nbhdprice_med <- filter(nbhdprice, nbhdprice$`mean(SalePrice, na.rm = T)` < 200000 & nbhdprice$`mean(SalePrice, na.rm = T)` >= 140000 )
nbhdprice_hi <- filter(nbhdprice, nbhdprice$`mean(SalePrice, na.rm = T)` >= 200000)
#Finalment assignem 3 possibles valors depenent del tipus de veinat: nbhdprice_hi(3), nbhdprice_med(2), nbhdprice_lo(1)
train$vnNeighborhood[train$Neighborhood %in% nbhdprice_lo$Neighborhood] <- 1
train$vnNeighborhood[train$Neighborhood %in% nbhdprice_med$Neighborhood] <- 2
train$vnNeighborhood[train$Neighborhood %in% nbhdprice_hi$Neighborhood] <- 3

Els atributs Condition1 i Condition2 els convertirem a valors numèrics d’igual forma. I farem servir el mateix mètode que en els anteriors casos, comprovant el preu de venta mig per a cadascuna de les categories i establint un ordre per a que els valors numèrics tinguin sentit.

#Comprovem SalePrice per cada opció
summarize(group_by(train, Condition1),mean(SalePrice, na.rm=T))

## # A tibble: 9 x 2
##   Condition1 `mean(SalePrice, na.rm = T)`
##   <chr>                             <dbl>
## 1 Artery                          135092.
## 2 Feedr                           142475.
## 3 Norm                            184495.
## 4 PosA                            225875 
## 5 PosN                            215184.
## 6 RRAe                            138400 
## 7 RRAn                            184397.
## 8 RRNe                            190750 
## 9 RRNn                            212400

summarize(group_by(train, Condition2),mean(SalePrice, na.rm=T))

## # A tibble: 8 x 2
##   Condition2 `mean(SalePrice, na.rm = T)`
##   <chr>                             <dbl>
## 1 Artery                          106500 
## 2 Feedr                           121167.
## 3 Norm                            181169.
## 4 PosA                            325000 
## 5 PosN                            284875 
## 6 RRAe                            190000 
## 7 RRAn                            136905 
## 8 RRNn                             96750

#A partir del resultat anterior veiem que PosA i PosN tenen un preu més elevat i es diferencien de la resta tant en Condition1 com en Condition2. Definim dos valors numèrics 1 i 0, en funció de si l'atribut té valor PosA o PosN o no.
train$vnCondition1[train$Condition1 %in% c("PosA", "PosN")] <- 1
train$vnCondition1[!train$Condition1 %in% c("PosA", "PosN")] <- 0
train$vnCondition2[train$Condition2 %in% c("PosA", "PosN")] <- 1
train$vnCondition2[!train$Condition2 %in% c("PosA", "PosN")] <- 0

BldgType indica el tipus de construcció

#Comprovem quin és el SalePrice mig per a cada BldgType
summarize(group_by(train, BldgType), mean(SalePrice, na.rm=T))

## # A tibble: 5 x 2
##   BldgType `mean(SalePrice, na.rm = T)`
##   <chr>                           <dbl>
## 1 1Fam                          185764.
## 2 2fmCon                        128432.
## 3 Duplex                        133541.
## 4 Twnhs                         135912.
## 5 TwnhsE                        181959.

#Ara assignem valors numèrics a la nova variable, seguint un ordre de tipus d'edificació de més valuosa a menys: 1Fam(5), TwnhsE(4), Twnhs(3), Duplex(2), 2fmCon(1)
train$vnBldgType[train$BldgType == "1Fam"] <- 5
train$vnBldgType[train$BldgType == "TwnhsE"] <- 4
train$vnBldgType[train$BldgType == "Twnhsr"] <- 3
train$vnBldgType[train$BldgType == "Duplex"] <- 2
train$vnBldgType[train$BldgType == "2fmCon"] <- 1

HouseStyle descriu el tipus de vivenda

#Comprovem quin és el SalePrice mig per a cada HouseStyle
housestyle_price <- summarize(group_by(train, HouseStyle), mean(SalePrice, na.rm=T))
#Definim 3 categories en funció si el preu és inferior a 140.000 (housestyle_lo), es troba entre 140.000 i 200.000 (housestyle_med), o és superior a 200.000 (housestyle_hi)
housestyle_lo <- filter(housestyle_price, housestyle_price$`mean(SalePrice, na.rm = T)` < 140000)
housestyle_med <- filter(housestyle_price, housestyle_price$`mean(SalePrice, na.rm = T)` < 200000 & housestyle_price$`mean(SalePrice, na.rm = T)` >= 140000 )
housestyle_hi <- filter(housestyle_price, housestyle_price$`mean(SalePrice, na.rm = T)` >= 200000)
#Finalment assignem 3 possibles valors depenent del tipus d'habitatge: housestyle_hi(3), housestyle_med(2), housestyle_lo(1)
train$vnHouseStyle[train$HouseStyle %in% housestyle_lo$HouseStyle] <- 1
train$vnHouseStyle[train$HouseStyle %in% housestyle_med$HouseStyle] <- 2
train$vnHouseStyle[train$HouseStyle %in% housestyle_hi$HouseStyle] <- 3

RoofStyle descriu el tipus de teulada.

#Comprovem quin és el SalePrice mig per a cada RoofStyle
summarize(group_by(train, RoofStyle), mean(SalePrice, na.rm=T))

## # A tibble: 6 x 2
##   RoofStyle `mean(SalePrice, na.rm = T)`
##   <chr>                            <dbl>
## 1 Flat                           194690 
## 2 Gable                          171484.
## 3 Gambrel                        148909.
## 4 Hip                            218877.
## 5 Mansard                        180568.
## 6 Shed                           225000

#Ara assignem valors numèrics a la nova variable, seguint un ordre de tipus de teulada de més valuosa a menys: Shed(6), Hip(5), Flat(4), Mansard(3), Gable(2), Gambrel(1)
train$vnRoofStyle[train$RoofStyle == "Shed"] <- 6
train$vnRoofStyle[train$RoofStyle == "Hip"] <- 5
train$vnRoofStyle[train$RoofStyle == "Flat"] <- 4
train$vnRoofStyle[train$RoofStyle == "Mansard"] <- 3
train$vnRoofStyle[train$RoofStyle == "Gable"] <- 2
train$vnRoofStyle[train$RoofStyle == "Gambrel"] <- 1

RoofMatl descriu el material amb que està feta la teulada.

#Comprovem quina és la mitja del SalePrice per cada RoofMatl
summarize(group_by(train, RoofMatl), mean(SalePrice, na.rm=T))

## # A tibble: 8 x 2
##   RoofMatl `mean(SalePrice, na.rm = T)`
##   <chr>                           <dbl>
## 1 ClyTile                       160000 
## 2 CompShg                       179804.
## 3 Membran                       241500 
## 4 Metal                         180000 
## 5 Roll                          137000 
## 6 Tar&Grv                       185406.
## 7 WdShake                       241400 
## 8 WdShngl                       390250

#Assignem valor 1 o 0 a cada material en funció de si la mitja del preu de venta de les vivendes amb teulades construides amb aquell material és superior a 200.000 (1) o inferior (0).
train$vnRoofMatl[train$RoofMatl %in% c("Membran", "WdShake", "WdShngl")] <- 1
train$vnRoofMatl[!train$RoofMatl %in% c("Membran", "WdShake", "WdShngl")] <- 0

Exterior1st i Exterior2nd descriuen el tipus d’acabats del recobriment exterior de les parets de la vivenda.

#Comprovem quina és la mitja del SalePrice per a cada tipus d'Exterior1st
ext1_price <- summarize(group_by(train, Exterior1st), mean(SalePrice, na.rm=T))
#Definim 3 categories en funció si el preu és inferior a 140.000 (ext1_lo), es troba entre 140.000 i 200.000 (ext1_med), o és superior a 200.000 (ext1_hi)
ext1_lo <- filter(ext1_price, ext1_price$`mean(SalePrice, na.rm = T)` < 140000)
ext1_med <- filter(ext1_price, ext1_price$`mean(SalePrice, na.rm = T)` < 200000 & ext1_price$`mean(SalePrice, na.rm = T)` >= 140000 )
ext1_hi <- filter(ext1_price, ext1_price$`mean(SalePrice, na.rm = T)` >= 200000)
#Finalment assignem 3 possibles valors depenent del tipus d'exterior: ext1_hi(3), ext1_med(2), ext1_lo(1)
train$vnExterior1st[train$Exterior1st %in% ext1_lo$Exterior1st] <- 1
train$vnExterior1st[train$Exterior1st %in% ext1_med$Exterior1st] <- 2
train$vnExterior1st[train$Exterior1st %in% ext1_hi$Exterior1st] <- 3
#Comprovem quina és la mitja del SalePrice per a cada tipus d'Exterior2nd
ext2_price <- summarize(group_by(train, Exterior2nd), mean(SalePrice, na.rm=T))
#Definim 3 categories en funció si el preu és inferior a 140.000 (ext2_lo), es troba entre 140.000 i 200.000 (ext2_med), o és superior a 200.000 (ext2_hi)
ext2_lo <- filter(ext2_price, ext2_price$`mean(SalePrice, na.rm = T)` < 140000)
ext2_med <- filter(ext2_price, ext2_price$`mean(SalePrice, na.rm = T)` < 200000 & ext2_price$`mean(SalePrice, na.rm = T)` >= 140000 )
ext2_hi <- filter(ext2_price, ext2_price$`mean(SalePrice, na.rm = T)` >= 200000)
#Finalment assignem 3 possibles valors depenent del tipus d'exterior: ext1_hi(3), ext1_med(2), ext1_lo(1)
train$vnExterior2nd[train$Exterior2nd %in% ext2_lo$Exterior2nd] <- 1
train$vnExterior2nd[train$Exterior2nd %in% ext2_med$Exterior2nd] <- 2
train$vnExterior2nd[train$Exterior2nd %in% ext2_hi$Exterior2nd] <- 3

MasVnrType indica el tipus de mamposteria.

#Comprovem quina és la mitja del SalePrice per cada MasVnrType
summarize(group_by(train, MasVnrType),mean(SalePrice, na.rm=T))

## # A tibble: 5 x 2
##   MasVnrType `mean(SalePrice, na.rm = T)`
##   <chr>                             <dbl>
## 1 BrkCmn                          146318.
## 2 BrkFace                         204692.
## 3 None                            156222.
## 4 Stone                           265584.
## 5 <NA>                            236484.

Observem que hi han valors NA.

#Assignem valor 1 o 0 a cada material en funció de si la mitja del preu de venta de les vivendes amb mamposteria feta amb aquell material és superior a 200.000 (1) o inferior (0). 
train$vnMasVnrType[train$MasVnrType %in% c("Stone", "BrkFace") | is.na(train$MasVnrType)] <- 1
train$vnMasVnrType[!train$MasVnrType %in% c("Stone", "BrkFace") & !is.na(train$MasVnrType)] <- 0

ExterQual, ens diu la qualitat dels materials emprats en els exteriors.

#Assignem valors numèrics de més qualitat a menys: Excellent (5), Good (4), Average/Typical (3), Fair(2), Poor (1)
train$vnExterQual[train$ExterQual == "Ex"] <- 5
train$vnExterQual[train$ExterQual == "Gd"] <- 4
train$vnExterQual[train$ExterQual == "TA"] <- 3
train$vnExterQual[train$ExterQual == "Fa"] <- 2
train$vnExterQual[train$ExterQual == "Po"] <- 1

ExterCond indica l’estat actual dels materials emprats en els exteriors.

#Assignem valors numèrics de més qualitat a menys: Excellent (5), Good (4), Average/Typical (3), Fair(2), Poor (1)
train$vnExterCond[train$ExterCond == "Ex"] <- 5
train$vnExterCond[train$ExterCond == "Gd"] <- 4
train$vnExterCond[train$ExterCond == "TA"] <- 3
train$vnExterCond[train$ExterCond == "Fa"] <- 2
train$vnExterCond[train$ExterCond == "Po"] <- 1

Foundation indica el tipus de fonaments de la vivenda.

#Comprovem quin és el SalePrice mig per a cada tipus de fonaments.
summarize(group_by(train, Foundation), mean(SalePrice, na.rm=T))

## # A tibble: 6 x 2
##   Foundation `mean(SalePrice, na.rm = T)`
##   <chr>                             <dbl>
## 1 BrkTil                          132291.
## 2 CBlock                          149806.
## 3 PConc                           225230.
## 4 Slab                            107366.
## 5 Stone                           165959.
## 6 Wood                            185667.

#Ara assignem valors numèrics a la nova variable, seguint un ordre dels fonaments més valorats als que menys: PConc(6), Wood(5), Stone(4), CBlock(3), BrkTil(2), Slab(1)
train$vnFoundation[train$Foundation == "PConc"] <- 6
train$vnFoundation[train$Foundation == "Wood"] <- 5
train$vnFoundation[train$Foundation == "Stone"] <- 4
train$vnFoundation[train$Foundation == "CBlock"] <- 3
train$vnFoundation[train$Foundation == "BrkTil"] <- 2
train$vnFoundation[train$Foundation == "Slab"] <- 1

BsmtQual, indica la qualitat del soterrani en funció de la seva alçada.

#Assignem valors numèrics de més qualitat a menys: Excellent (6), Good (5), Typical (4), Fair (3), Poor (2), No Basement (1)
train$vnBsmtQual[train$BsmtQual == "Ex"] <- 6
train$vnBsmtQual[train$BsmtQual == "Gd"] <- 5
train$vnBsmtQual[train$BsmtQual == "TA"] <- 4
train$vnBsmtQual[train$BsmtQual == "Fa"] <- 3
train$vnBsmtQual[train$BsmtQual == "Po"] <- 2
train$vnBsmtQual[is.na(train$BsmtQual)] <- 1

BsmtCond, fa una evaluació general de les condicions actuals del soterrani.

#Assignem valors numèrics de més qualitat a menys: Excellent (6), Good (5), Typical (4), Fair (3), Poor (2), No Basement (1)
train$vnBsmtCond[train$BsmtCond == "Ex"] <- 6
train$vnBsmtCond[train$BsmtCond == "Gd"] <- 5
train$vnBsmtCond[train$BsmtCond == "TA"] <- 4
train$vnBsmtCond[train$BsmtCond == "Fa"] <- 3
train$vnBsmtCond[train$BsmtCond == "Po"] <- 2
train$vnBsmtCond[is.na(train$BsmtCond)] <- 1

BsmtExposure fa referència a la visibilitat del soterrani.

#Assignem valors numèrics de més qualitat a menys: Good Exposure (5), Average Exposure (4), Minimum Exposure (3), No Exposure (2), No Basement (1)
train$vnBsmtExposure[train$BsmtExposure == "Gd"] <- 5
train$vnBsmtExposure[train$BsmtExposure == "Av"] <- 4
train$vnBsmtExposure[train$BsmtExposure == "Mn"] <- 3
train$vnBsmtExposure[train$BsmtExposure == "No"] <- 2
train$vnBsmtExposure[is.na(train$BsmtExposure)] <- 1

BsmtFinType1 i BsmtFinType2 fa referència a la qualitat del soterrani i la seva habitabilitat.

#Assignem valors numèrics de més qualitat a menys: Good Living Quarters (7), Average Living Quarters (6), Below Average Living Quarters (5), Average Rec Room (4), Low Quality (3), Unfinished (2), No Basement (1)
train$vnBsmtFinType1[train$BsmtFinType1 == "GLQ"] <- 7
train$vnBsmtFinType1[train$BsmtFinType1 == "ALQ"] <- 6
train$vnBsmtFinType1[train$BsmtFinType1 == "BLQ"] <- 5
train$vnBsmtFinType1[train$BsmtFinType1 == "Rec"] <- 4
train$vnBsmtFinType1[train$BsmtFinType1 == "LwQ"] <- 3
train$vnBsmtFinType1[train$BsmtFinType1 == "Unf"] <- 2
train$vnBsmtFinType1[is.na(train$BsmtFinType1)] <- 1
train$vnBsmtFinType2[train$BsmtFinType2 == "GLQ"] <- 7
train$vnBsmtFinType2[train$BsmtFinType2 == "ALQ"] <- 6
train$vnBsmtFinType2[train$BsmtFinType2 == "BLQ"] <- 5
train$vnBsmtFinType2[train$BsmtFinType2 == "Rec"] <- 4
train$vnBsmtFinType2[train$BsmtFinType2 == "LwQ"] <- 3
train$vnBsmtFinType2[train$BsmtFinType2 == "Unf"] <- 2
train$vnBsmtFinType2[is.na(train$BsmtFinType2)] <- 1

Heating descriu el tipus de calefacció.

#Comprovem quin és el SalePrice mig per a cada tipus de calefacció
summarize(group_by(train, Heating), mean(SalePrice, na.rm=T))

## # A tibble: 6 x 2
##   Heating `mean(SalePrice, na.rm = T)`
##   <chr>                          <dbl>
## 1 Floor                         72500 
## 2 GasA                         182021.
## 3 GasW                         166632.
## 4 Grav                          75271.
## 5 OthW                         125750 
## 6 Wall                          92100

#Ara assignem valors numèrics a la nova variable, seguint un ordre del tipus de calefacció que dóna més valor a la vivenda al que menys: GasA(6), GasW(5), OthW(4), Wall(3), Grav(2), Floor(1)
train$vnHeating[train$Heating == "GasA"] <- 6
train$vnHeating[train$Heating == "GasW"] <- 5
train$vnHeating[train$Heating == "OthW"] <- 4
train$vnHeating[train$Heating == "Wall"] <- 3
train$vnHeating[train$Heating == "Grav"] <- 2
train$vnHeating[train$Heating == "Floor"] <- 1

HeatingQC ens diu la qualitat i l’estat de la instal·lació de la calefacció.

#Assignem valors numèrics de més qualitat a menys: Excellent (5), Good (4), Average/Typical (3), Fair (2), Poor (1)
train$vnHeatingQC[train$HeatingQC == "Ex"] <- 5
train$vnHeatingQC[train$HeatingQC == "Gd"] <- 4
train$vnHeatingQC[train$HeatingQC == "TA"] <- 3
train$vnHeatingQC[train$HeatingQC == "Fa"] <- 2
train$vnHeatingQC[train$HeatingQC == "Po"] <- 1

CentralAir indica si l’habitatge té aire acondicionat central.

#Assignem el valor 1 si té AC i 0 si no en té.
train$vnCentralAir[train$CentralAir == "Y"] <- 1
train$vnCentralAir[train$CentralAir == "N"] <- 0

Electrical descriu el tipus d’instal·lació elèctrica de la vivenda.

#Comprovem quin és el SalePrice mig de les vivendes per a cada tipus d'instal·lació
summarize(group_by(train, Electrical), mean(SalePrice, na.rm=T))

## # A tibble: 6 x 2
##   Electrical `mean(SalePrice, na.rm = T)`
##   <chr>                             <dbl>
## 1 FuseA                           122197.
## 2 FuseF                           107675.
## 3 FuseP                            97333.
## 4 Mix                              67000 
## 5 SBrkr                           186825.
## 6 <NA>                            167500

#Ara assignem valors numèrics a la nova variable, seguint un ordre del tipus d'instal·lació que dóna més valor a la vivenda al que menys: SBrkr(6), NA(5), FuseA(4), FuseF(3), FuseP(2), Mix(1)
train$vnElectrical[train$Electrical == "SBrkr"] <- 6
train$vnElectrical[is.na(train$Electrical)] <- 5
train$vnElectrical[train$Electrical == "FuseA"] <- 4
train$vnElectrical[train$Electrical == "FuseF"] <- 3
train$vnElectrical[train$Electrical == "FuseP"] <- 2
train$vnElectrical[train$Electrical == "Mix"] <- 1

KitchenQual, valora la qualitat general de la cuina.

#Assignem valors numèrics de més qualitat a menys: Excellent (5), Good (4), Average/Typical (3), Fair (2), Poor (1)
train$vnKitchenQual[train$KitchenQual == "Ex"] <- 5
train$vnKitchenQual[train$KitchenQual == "Gd"] <- 4
train$vnKitchenQual[train$KitchenQual == "TA"] <- 3
train$vnKitchenQual[train$KitchenQual == "Fa"] <- 2
train$vnKitchenQual[train$KitchenQual == "Po"] <- 1

FireplaceQu, indica la qualitat del foc a terra.

#Assignem valors numèrics de més qualitat a menys: Excellent (6), Good (5), Average (4), Fair (3), Poor (2), No Fireplace (1)
train$vnFireplaceQu[train$FireplaceQu == "Ex"] <- 6
train$vnFireplaceQu[train$FireplaceQu == "Gd"] <- 5
train$vnFireplaceQu[train$FireplaceQu == "TA"] <- 4
train$vnFireplaceQu[train$FireplaceQu == "Fa"] <- 3
train$vnFireplaceQu[train$FireplaceQu == "Po"] <- 2
train$vnFireplaceQu[is.na(train$FireplaceQu)] <- 1

GarageType, tipus de garatge.

#Comprovem quin és el SalePrice mig de les vivendes segons el tipus de garatge
summarize(group_by(train, GarageType), mean(SalePrice, na.rm=T))

## # A tibble: 7 x 2
##   GarageType `mean(SalePrice, na.rm = T)`
##   <chr>                             <dbl>
## 1 2Types                          151283.
## 2 Attchd                          202893.
## 3 Basment                         160571.
## 4 BuiltIn                         254752.
## 5 CarPort                         109962.
## 6 Detchd                          134091.
## 7 <NA>                            103317.

#Ara assignem valors numèrics a la nova variable, seguint un ordre del tipus de garatge que dóna més valor a la vivenda al que menys: BuiltIn(7), Attached(6), Basement(5), More than one type(4), Detached(3), Car Port(2), No Garage(1)
train$vnGarageType[train$GarageType == "BuiltIn"] <- 7
train$vnGarageType[train$GarageType == "Attchd"] <- 6
train$vnGarageType[train$GarageType == "Basment"] <- 5
train$vnGarageType[train$GarageType == "2Types"] <- 4
train$vnGarageType[train$GarageType == "Detchd"] <- 3
train$vnGarageType[train$GarageType == "CarPort"] <- 2
train$vnGarageType[is.na(train$GarageType)] <- 1

GarageFinish, ens diu si l’interior del garatge està acabat o no.

#Assignem valors numèrics en funció del grau dels acabats del garatge: Finished (4), Rough Finished (3), Unfinished (2), No Garage (1)
train$vnGarageFinish[train$GarageFinish == "Fin"] <- 4
train$vnGarageFinish[train$GarageFinish == "RFn"] <- 3
train$vnGarageFinish[train$GarageFinish == "Unf"] <- 2
train$vnGarageFinish[is.na(train$GarageFinish)] <- 1

GarageQual, indica la qualitat general del garatge.

#Assignem valors numèrics de més qualitat a menys: Excellent (6), Good (5), Average (4), Fair (3), Poor (2), No Garage (1)
train$vnGarageQual[train$GarageQual == "Ex"] <- 6
train$vnGarageQual[train$GarageQual == "Gd"] <- 5
train$vnGarageQual[train$GarageQual == "TA"] <- 4
train$vnGarageQual[train$GarageQual == "Fa"] <- 3
train$vnGarageQual[train$GarageQual == "Po"] <- 2
train$vnGarageQual[is.na(train$GarageQual)] <- 1

GarageCond, indica l’estat actual del garatge.

#Assignem valors numèrics de més qualitat a menys: Excellent (6), Good (5), Average (4), Fair (3), Poor (2), No Garage (1)
train$vnGarageCond[train$GarageCond == "Ex"] <- 6
train$vnGarageCond[train$GarageCond == "Gd"] <- 5
train$vnGarageCond[train$GarageCond == "TA"] <- 4
train$vnGarageCond[train$GarageCond == "Fa"] <- 3
train$vnGarageCond[train$GarageCond == "Po"] <- 2
train$vnGarageCond[is.na(train$GarageCond)] <- 1

PavedDrive indica si la calçada està asfaltada.

#Hi han 3 possibles valors: Paved (3), Partial Pavement (2), Dirt/Gravel (1)
train$vnPavedDrive[train$PavedDrive == "Y"] <- 3
train$vnPavedDrive[train$PavedDrive == "P"] <- 2
train$vnPavedDrive[train$PavedDrive == "N"] <- 1

Functional, indica la funcionalitat de l’habitatge (assumeix la opció Typical si no hi ha cap deducció garantida).

train$vnFunctional[train$Functional == "Typ"] <- 1
train$vnFunctional[train$Functional != "Typ"] <- 0

SaleType fa referència al tipus de venta.

#Comprovem quin és el preu mitjà de venta per a les vivendes en funció del tipus de venta
summarize(group_by(train, SaleType), mean(SalePrice, na.rm=T))

## # A tibble: 9 x 2
##   SaleType `mean(SalePrice, na.rm = T)`
##   <chr>                           <dbl>
## 1 COD                           143973.
## 2 Con                           269600 
## 3 ConLD                         138781.
## 4 ConLI                         200390 
## 5 ConLw                         143700 
## 6 CWD                           210600 
## 7 New                           274945.
## 8 Oth                           119850 
## 9 WD                            173402.

#Ara assignem valors numèrics i agrupem les variables que observem que tenen preus mitjans de venta semblants.
test$vnSaleType[test$SaleType %in% c("New", "Con")] <- 5
test$vnSaleType[test$SaleType %in% c("CWD", "ConLI")] <- 4
test$vnSaleType[test$SaleType %in% c("WD")] <- 3
test$vnSaleType[test$SaleType %in% c("COD", "ConLw", "ConLD")] <- 2
test$vnSaleType[test$SaleType %in% c("Oth")] <- 1

SaleCondition descriu les condicions en que s’ha realitzat la venta.

#Comprovem quin és el preu mitjà de venta per a les vivendes en funció de la condició de venta
summarize(group_by(train, SaleCondition), mean(SalePrice, na.rm=T))

## # A tibble: 6 x 2
##   SaleCondition `mean(SalePrice, na.rm = T)`
##   <chr>                                <dbl>
## 1 Abnorml                            146527.
## 2 AdjLand                            104125 
## 3 Alloca                             167377.
## 4 Family                             149600 
## 5 Normal                             175202.
## 6 Partial                            272292.

#Ara assignem valors numèrics a les variables
train$vnSaleCondition[train$SaleCondition == "Partial"] <- 6
train$vnSaleCondition[train$SaleCondition == "Normal"] <- 5
train$vnSaleCondition[train$SaleCondition == "Alloca"] <- 4
train$vnSaleCondition[train$SaleCondition == "Family"] <- 3
train$vnSaleCondition[train$SaleCondition == "Abnorml"] <- 2
train$vnSaleCondition[train$SaleCondition == "Adjland"] <- 1

MSZoning identifica el tipus de zona on es realitza la venta.

#Comprovem quin és el preu mitjà de venta per a les vivendes en funció de la zona de venta
summarize(group_by(train, MSZoning), mean(SalePrice, na.rm=T))

## # A tibble: 5 x 2
##   MSZoning `mean(SalePrice, na.rm = T)`
##   <chr>                           <dbl>
## 1 C (all)                        74528 
## 2 FV                            214014.
## 3 RH                            131558.
## 4 RL                            191005.
## 5 RM                            126317.

#Ara assignem valors numèrics a les variables
test$vnMSZoning[test$MSZoning %in% c("FV")] <- 5
test$vnMSZoning[test$MSZoning %in% c("RL")] <- 4
test$vnMSZoning[test$MSZoning %in% c("RH")] <- 3
test$vnMSZoning[test$MSZoning %in% c("RM")] <- 2
test$vnMSZoning[test$MSZoning %in% c("C (all)")] <- 1

MSSubClass identifica el tipus de vivenda venuda.

#Comprovem quin és el preu de venta mig per a les vivendes de cada tipus
subclassprice <- summarize(group_by(train, MSSubClass),mean(SalePrice, na.rm=T))
#Definim com a tipus de vivenda barata (subclass_lo) les propietats amb un preu mitjà inferior a 140.000, vivenda assequible (subclass_med) les que tenen un preu entre 140.000 i 200.000 i propietat cara (subclass_hi) els tipus de propietats que tenen un preu superior a 200.000
subclass_lo <- filter(subclassprice, subclassprice$`mean(SalePrice, na.rm = T)` < 140000)
subclass_med <- filter(subclassprice, subclassprice$`mean(SalePrice, na.rm = T)` < 200000 & subclassprice$`mean(SalePrice, na.rm = T)` >= 140000 )
subclass_hi <- filter(subclassprice, subclassprice$`mean(SalePrice, na.rm = T)` >= 200000)
#Finalment assignem 3 possibles valors: subclass_hi(3), subclass_med(2), subclass_lo(1)
train$vnMSSubClass[train$MSSubClass %in% subclass_lo$MSSubClass] <- 1
train$vnMSSubClass[train$MSSubClass %in% subclass_med$MSSubClass] <- 2
train$vnMSSubClass[train$MSSubClass %in% subclass_hi$MSSubClass] <- 3

A continuació s’observala correlació, donat que a les variables numèriques no seguien una distribució normal, s’aplica també Spearman sobre les variables transformades vn, afegint SalePrice al final com a variable dependent

train.vn <- train[,c("vnStreet","vnLotShape","vnLandContour","vnUtilities",
"vnLandSlope","vnLotConfig","vnNeighborhood","vnCondition1","vnCondition2","vnBldgType",
"vnHouseStyle","vnRoofStyle","vnRoofMatl","vnExterior1st","vnExterior2nd",
"vnMasVnrType","vnExterQual","vnExterCond","vnFoundation","vnBsmtQual","vnBsmtCond",
"vnBsmtExposure" ,"vnBsmtFinType1","vnBsmtFinType2","vnHeating","vnHeatingQC",
"vnCentralAir","vnElectrical","vnKitchenQual" ,"vnFireplaceQu","vnGarageType",
"vnGarageFinish","vnGarageQual","vnGarageCond","vnPavedDrive","vnFunctional",
"vnSaleCondition","SalePrice")]

Spearman en les variables vn

corr_matrix <- matrix(nc = 2, nr = 0) 
colnames(corr_matrix) <- c("estimate", "p-value")
for (i in 1:(ncol(train.vn) - 1)) { 
# if( substr(colnames(train.vn[i]), start=1, stop=2)=="vn")
 # { 
   spearman_test = cor.test(train.vn[,i],
   train.vn[,length(train.vn)], method = "spearman") 
   corr_coef = spearman_test$estimate 
   p_val = spearman_test$p.value
# Add row to matrix 
   pair = matrix(ncol = 2, nrow = 1) 
   pair[1][1] = corr_coef 
   pair[2][1] = p_val 
   corr_matrix <- rbind(corr_matrix, pair) 
   rownames(corr_matrix)[nrow(corr_matrix)] <- colnames(train.vn)[i]
  #}
}
print(corr_matrix)

##                    estimate       p-value
## vnStreet         0.04581419  8.012225e-02
## vnLotShape      -0.32105533  2.341724e-36
## vnLandContour   -0.01789297  4.945066e-01
## vnUtilities      0.01670961  5.234926e-01
## vnLandSlope     -0.05031026  5.461545e-02
## vnLotConfig      0.10502919  5.798914e-05
## vnNeighborhood   0.68525784 5.403916e-203
## vnCondition1     0.09586658  2.441008e-04
## vnCondition2     0.05517806  3.501794e-02
## vnBldgType       0.11570952  1.262589e-05
## vnHouseStyle     0.31338851  1.236615e-34
## vnRoofStyle      0.16378164  3.068415e-10
## vnRoofMatl       0.11053654  2.306410e-05
## vnExterior1st    0.41592760  3.653377e-62
## vnExterior2nd    0.41265735  3.997079e-61
## vnMasVnrType     0.41061097  1.762322e-60
## vnExterQual      0.68401380 5.605572e-202
## vnExterCond      0.01168189  6.555992e-01
## vnFoundation     0.57358006 1.755079e-128
## vnBsmtQual       0.67802625 3.696559e-197
## vnBsmtCond       0.26937252  1.088293e-25
## vnBsmtExposure   0.34420665  7.175863e-42
## vnBsmtFinType1   0.36162475  2.443878e-46
## vnBsmtFinType2   0.03981255  1.283765e-01
## vnHeating        0.12194854  2.966772e-06
## vnHeatingQC      0.49139191  1.347224e-89
## vnCentralAir     0.31328617  1.302833e-34
## vnElectrical     0.29757768  3.074431e-31
## vnKitchenQual    0.67284855 4.400509e-193
## vnFireplaceQu    0.53760183 3.933062e-110
## vnGarageType     0.59881437 8.906579e-143
## vnGarageFinish   0.63397362 5.937952e-165
## vnGarageQual     0.35108157  1.336417e-43
## vnGarageCond     0.33901490  1.360807e-40
## vnPavedDrive     0.28060152  8.018188e-28
## vnFunctional     0.13498257  2.255201e-07
## vnSaleCondition  0.31498304  6.752142e-35

Les variables categòriques més correlacionades amb el Preu són:

• vnNeighborhood: Barri. (Agrupació de barris en 3 grups segons el preu mitjà de les cases.)
• vnExterQual: Qualtitat del material al exterior
  
• vnKitchenQual: Qualitat de la cuina
• vnBsmtQual: Evalua el gruix del pis que està directament relacionat amb la qualitat.
• vnGarageFinish: Mesura la qualitat del garatge

Recordem també les variables numèriques més correlacionades eren:

• OverallQual: Rates the overall material and finish of the house
• GrLivArea: Above grade (ground) living area square feet
• YearBuilt: Original construction date
• GarageCars: Size of garage in car capacity
• GarageArea: Size of garage in square feet

A continuació s’analitza la colinealitat entre aquestes variables en dos cops:

pairs(~vnGarageFinish+GarageCars+GarageArea+GrLivArea+YearBuilt,data=train,
   main="anàlisis colinearitat")

S’observa certa correlació entre Garage Area i YearBuilt.

pairs(~vnNeighborhood+vnExterQual+vnKitchenQual+vnBsmtQual+
        OverallQual+GrLivArea,data=train,
   main="anàlisis colinearitat")

s’observa una colinearitat molt més clara entre GrLivArea i OverallQual.

Comparació de barris en relació al preu de venda (Comparació de grups)

A la fase de creació de variables numèriques a partir de qualitatives es va veure que es podia establir un ordre en els barris d’acord amb el seu preu mitjà. A continuació es fa una prova d’hipòtesi per a comparar aquests barris com grups i determinar si són iguals en quant a la seva mitjana i homoscedasticitat. Com ja vam veure, la variable SalePrice no seguexi una distribució normal, a continuació es fa la prova d’homoscedasticitat amb el test de Fligner-Killeen.

Establim com a Hipòtesi 0 que les variances són iguals amb un nivell de confiança d’un 95% (nivell de significació per defecte 0.05)

 fligner.test(SalePrice ~ Neighborhood, data = train)

## 
##  Fligner-Killeen test of homogeneity of variances
## 
## data:  SalePrice by Neighborhood
## Fligner-Killeen:med chi-squared = 282.78, df = 24, p-value <
## 2.2e-16

Com que el p-value <0.05 es rebutja la hipòtesi nul·la i per tant podem dir que el preu de venda presenta variàncies estadísticament diferents segons el barri.

A continuació es compara d’una forma no paramètrica les distribucions dels barris que van ser categoritzats com grup 1 i grup 2 aplicant el test de Wilcox.

  wilcox.test(SalePrice ~ vnNeighborhood, data = train, subset = vnNeighborhood <3)

## 
##  Wilcoxon rank sum test with continuity correction
## 
## data:  SalePrice by vnNeighborhood
## W = 52771, p-value < 2.2e-16
## alternative hypothesis: true location shift is not equal to 0

Per tant es comprova d’una manera més formal, que es refusa la hipòtesi nul·la perquè p-vale <0.05 que els grups de barris 1 i 2 són estadísticament diferents en quan al preu de venda de les cases.

Cada barri està en un grup (segons la mitja de preus de venda. Grup 1 amb els barris que tenen les cases més barates, grup 3: barris amb les cases més cares)

unique ((train[c("vnNeighborhood","Neighborhood")]))

##     vnNeighborhood Neighborhood
## 1                2      CollgCr
## 2                3      Veenker
## 4                3      Crawfor
## 5                3      NoRidge
## 6                2      Mitchel
## 7                3      Somerst
## 8                2       NWAmes
## 9                1      OldTown
## 10               1      BrkSide
## 11               1       Sawyer
## 12               3      NridgHt
## 15               2        NAmes
## 19               2      SawyerW
## 22               1       IDOTRR
## 24               1      MeadowV
## 40               1      Edwards
## 42               3       Timber
## 51               2      Gilbert
## 59               3      StoneBr
## 70               3      ClearCr
## 127              2      NPkVill
## 220              2      Blmngtn
## 226              1       BrDale
## 268              2        SWISU
## 600              1      Blueste

s’analitza visualment per OverallQual (ratis de qualitat en quant acabats de la casa) els barris relacionats.

filas=dim(train)[1] #1460 rows
ggplot(data=train[1:filas,],aes(x=OverallQual,fill=Neighborhood))+geom_bar()

S’observa per exemple que la relació de qualitat de la casa en els valors de 9-10 està present en els barris del grup 3.

Comparació de preus de cases per decada de construcció de la casa

Hi ha una diferència entre els preus de venda dels anys 80 als anys 90?

Creació dels subsets:

train.SalePrice80s <-train$SalePrice[train$YearBuilt >1979 & train$YearBuilt <=1989]
train.SalePrice90s <-train$SalePrice[train$YearBuilt >1989 & train$YearBuilt <=2000] 

Es comprova la normalitat, donat que serien subsets de la variable SalePrice. S’usa el mètode de Kolmogorov-Smirnov

ks.test(train.SalePrice80s, pnorm, mean(train.SalePrice80s), sd(train.SalePrice80s)) 

## 
##  One-sample Kolmogorov-Smirnov test
## 
## data:  train.SalePrice80s
## D = 0.13989, p-value = 0.1836
## alternative hypothesis: two-sided

Assumint com a hipòtesi nul·la que la població està distribuïda normalment, Al ser el p-valor més gran que el nivell de significació,(per defecte α=0,05) la hipòtesi nul·la no es podria rebutjar i amb un 95% de confiança podríem dir que la distribució és normal.

Ara bé, passant el test de shapiro, la hipòtesi nul·la sí s’hauria de rebutjar:

shapiro.test(train.SalePrice80s)

## 
##  Shapiro-Wilk normality test
## 
## data:  train.SalePrice80s
## W = 0.91085, p-value = 0.000298

Es comprova si en la decada dels 90 els preus segueixen una distribució normal

ks.test(train.SalePrice90s, pnorm, mean(train.SalePrice90s), sd(train.SalePrice90s)) 

## 
##  One-sample Kolmogorov-Smirnov test
## 
## data:  train.SalePrice90s
## D = 0.15275, p-value = 0.0003244
## alternative hypothesis: two-sided

Segons Kolmogorov-Smirnov, la distribució dels 90 no seria normal. Es comprova com tampoc ho és seguint Shapiro-Wilk.

shapiro.test(train.SalePrice90s)

## 
##  Shapiro-Wilk normality test
## 
## data:  train.SalePrice90s
## W = 0.72836, p-value < 2.2e-16

Es fa el test d’homoscedasticitat per a comprovar si les variances són iguals.

Es comprova l’anàlisi de variances amb el test no paramètric de Fligner. Com que el nombre d’elements en cada sample és diferent es fa un stack previ en un nou dataframe anomenat stacked:

stacked <- stack(list(train.SalePrice80s=train.SalePrice80s,train.SalePrice90s=train.SalePrice90s))
 fligner.test(values ~ ind, data = stacked)

## 
##  Fligner-Killeen test of homogeneity of variances
## 
## data:  values by ind
## Fligner-Killeen:med chi-squared = 0.37698, df = 1, p-value =
## 0.5392

Segons el test de Fligner-Killeen les variances seguirien una distribució similar entre SalesPrice 80 i 90.

Es comparen els preus dels 80s amb els 90s seguint el test no paramètric de Wilcoxon i Mann-Whitney. La hipòtesi nul·la seria la igualtat de les distribucions :

stacked <- stack(list(train.SalePrice80s=train.SalePrice80s,train.SalePrice90s=train.SalePrice90s))
wilcox.test(values ~ ind, data = stacked)

## 
##  Wilcoxon rank sum test with continuity correction
## 
## data:  values by ind
## W = 3909.5, p-value = 0.0002273
## alternative hypothesis: true location shift is not equal to 0

#wilcox.test(values ~ ind, data = stacked, subset = Month %in% c(5, 8)) 

Donat que el test dona un p-value < 0.05, s’hauria de rebutjar la hipòtesi nul·la i per tant concloure que els preus són estadísticament diferents entre els 80 i els 90s

Donat que alguns tests són positius i altres negatius, es fa una representació visual també. Es pot concloure que la mitja del preu de venda, tot i diferent, no pujaria excessivament dels 80s als 90s. Possiblement un dels factors que està impactant en la comparació paramètrica dels preus, serien alguns preus molt alts (Outliers) trobats en la dècada dels 90.

# Plot
summary(train.SalePrice80s)

##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  112000  143000  178000  190080  215000  385000

summary(train.SalePrice90s)

##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##   93500  177250  204000  226141  250500  755000

# Plot
ggplot(train, aes(x=YearBuilt, y=SalePrice/1000)) +
  geom_line()

Anàlisi de l’evolució del preu de venda al llarg dels anys

En el nostre dataset tenim 4 variables de temps que ens poden servir per obtenir un anàlisi interessant sobre l’evolució dels preus de les vivendes al llarg del temps. Aquests 4 atributs són:

1. YearBuilt
2. YearRemodAdd
3. GarageYrBlt
4. YrSold

A continuació estudiarem el preu de venda en funció d’aquestes variables de temps.

#Tornem a llegir el dataset i agafem només les columnes que necessitem per aquest anàlisi
trainTime <- read_csv('HousePrices/train.csv' )
trainTime = subset(trainTime, select = c(YearBuilt, YearRemodAdd, GarageYrBlt, YrSold, SalePrice) )

Primer de tot observem l’evolució del preu en funció de YearBuilt, és a dir, l’any de construcció de la vivenda.

#Calculem la mitja del SalePrice en funció de YearBuilt
priceYearBuilt <- summarize(group_by(trainTime, YearBuilt), SalePriceMean = mean(SalePrice, na.rm=T), n=n())

#Mostrem el gràfic fent servir el paquet plotly que ens permet interactuar amb les dades mostrades
p <- ggplot(priceYearBuilt, aes(x=YearBuilt, y=SalePriceMean)) + geom_line() + xlab("")
ggplotly(p)

Veiem que en determinats anys el valor mitjà varia molt respecte als anys anteriors i posteriors. Això és degut a que en alguns casos tenim molt poques observacions per alguns anys concrets. Per a que la gràfica representi de forma més acurada l’evolució dels preus filtrem per a mostrar únicament els preus mitjans calculats tenint més de 5 observacions per aquell any.

priceYearBuilt5 <- filter(priceYearBuilt, n>5)
p5 <- ggplot(priceYearBuilt5, aes(x=YearBuilt, y=SalePriceMean)) + geom_line() + xlab("")
ggplotly(p5)

Veiem que excloent els anys amb poques observacions, en general, com més noves són les construccions més valor tenen les vivendes. Aquest fet té sentit, tot i que apreciem també que el preu no té una relació massa directa amb això, sinó que més aviat té a veure amb altres factors a nivell econòmic. Arribem a aquesta conclusió observant com a l’any 2009 hi ha una baixada molt pronunciada del preu de les vivendes respecte de l’any anterior, tot i ser més noves. Aquest fet és degut a l’efecte de la crisi econòmica que es va iniciar a partir del 2008 i que va afectar al preu de venda de les vivendes de nova construcció els anys següents.

Si observem el primer gràfic amb totes les dades, veiem que s’han venut algunes vivendes antigues (en concret una vivenda l’any 1893 i dues l’any 1892) amb un preu molt elevat. Analitzant amb detall aquestes observacions veiem que es tracta en tots els casos de vivendes que han estat remodelades posteriorment i de gran tamany i qualitat.

Ara observarem l’evolució dels preus per la variable YearRemodAdd.

#Calculem la mitja del SalePrice en funció de YearRemodAdd
priceYearRemodAdd <- summarize(group_by(trainTime, YearRemodAdd), SalePriceMean = mean(SalePrice, na.rm=T), n=n())

#Mostrem el gràfic
p <- ggplot(priceYearRemodAdd, aes(x=YearRemodAdd, y=SalePriceMean)) + geom_line() + xlab("")
ggplotly(p)

En aquest cas, totes les observacions són posteriors a l’any 1950 i no hi ha cap any amb menys de 4 observacions, amb la qual cosa no cal filtrar els anys amb poques observacions.

Pel que fa al gràfic observem com el preu de venda és clarament més elevat com més recent és la remodelació de la vivenda. Aquest increment del preu és especialment pronunciat si la reforma s’ha efectuat dintre dels 3 últims anys (en el cas de la mostra del 2007 al 2010).

Comprovem ara GarageYrBlt

#Calculem la mitja del SalePrice en funció de GarageYrBlt
priceGarageYrBlt <- summarize(group_by(trainTime, GarageYrBlt), SalePriceMean = mean(SalePrice, na.rm=T), n=n())

#Mostrem el gràfic
p <- ggplot(priceGarageYrBlt, aes(x=GarageYrBlt, y=SalePriceMean)) + geom_line() + xlab("")
ggplotly(p)

En aquest cas veiem que els resultats s’assemblen bastant als obtinguts per la variable YearBuilt. Aquesta sebmlança té sentit, ja que en la majoria dels casos, s’acostuma a construir el garatge al mateix temps que la resta de la casa.

Finalment, mirem la variable YrSold.

#Calculem la mitja del SalePrice en funció de YrSold
priceYrSold <- summarize(group_by(trainTime, YrSold), SalePriceMean = mean(SalePrice, na.rm=T), n=n())

#Mostrem el gràfic
p <- ggplot(priceYrSold, aes(x=YrSold, y=SalePriceMean)) + geom_line() + xlab("")
ggplotly(p)

En aquest cas, les observacions que tenim mostren el preu de venda mig de les vivendes venudes entre els anys 2006 i 2010. Aquesta franja de temps és interessant, ja que com podem veure a la gràfica, es veu clarament la incidència de la crisi econòmica del 2008 en la baixada importantíssima dels preus de venda a partir d’aquell any.

Model 1: Regressió Lineal

Es fa una aproximació de la relació de dependència lineal entre la variable a predir: Sale Price i un subset de variables abans identificades com més correlacionades amb SalesPrice.

lmSalePrice1  = lm(SalePrice~OverallQual+YearBuilt+vnNeighborhood+vnKitchenQual
                  +FullBath+GarageCars+GarageArea+GrLivArea,data=train) 
#summary(lmSalePrice)

Veiem com usant les variables originals el R-Squared millora, sent de 8.1.

lmSalePrice2  = lm(SalePrice~OverallQual+YearBuilt+Neighborhood+KitchenQual
                  +FullBath+GarageCars+GarageArea+GrLivArea,data=train) 
#summary(lmSalePrice)

Amb altres variacions provades el R-Square seria menor.

lmSalePrice3  = lm(SalePrice~FullBath+YearBuilt+vnNeighborhood+vnKitchenQual
                  +OverallQual+GarageFinish+GrLivArea,data=train) 
#summary(lmSalePrice)$r.squared

lmSalePrice4  = lm(SalePrice~FullBath+YearBuilt+Neighborhood+KitchenQual
                  +OverallQual+GarageFinish+GrLivArea+ExterQual+BsmtQual+TotalBsmtSF,data=train) 

Es comprova que no hi ha un guany signiifcatiu afegint moltes variables predictores.

lmSalePrice5  = lm(SalePrice~MSSubClass+MSZoning+Neighborhood+KitchenQual
                  +OverallQual+GarageFinish+GrLivArea+ExterQual+BsmtQual+TotalBsmtSF+
                    LotArea+LotShape+LandContour+BldgType+HouseStyle+
                    YearRemodAdd+Exterior1st+ExterQual+Foundation+HalfBath+
                    BedroomAbvGr+Fireplaces+FireplaceQu+
                    GarageCars+GarageArea+GarageQual+PavedDrive+WoodDeckSF+OpenPorchSF
                   ,data=train)

print (paste("Model 1 -->", summary(lmSalePrice1)$r.squared))

## [1] "Model 1 --> 0.782895088977925"

print (paste("Model 2 -->", summary(lmSalePrice2)$r.squared))

## [1] "Model 2 --> 0.819081072671528"

print (paste("Model 3 -->", summary(lmSalePrice3)$r.squared))

## [1] "Model 3 --> 0.770873063098381"

print (paste("Model 4 -->", summary(lmSalePrice4)$r.squared))

## [1] "Model 4 --> 0.824611474027129"

print (paste("Model 5 -->", summary(lmSalePrice4)$r.squared))

## [1] "Model 5 --> 0.824611474027129"

# no hi ha guany significatiu afegint més variables print (paste("Model 5 -->", summary(lmSalePrice5)$r.squared))

El model amb un major coeficient de determinació és el model 5, però no s’obté una guany significatiu respecte el model 4 afegint un gran nombre de variables predictores. Per tant el model triat és el model 4, capaç d’explicar la variabilitat de les dades en un 81,9% (Adjusted R-Squared).

summary(lmSalePrice4)

## 
## Call:
## lm(formula = SalePrice ~ FullBath + YearBuilt + Neighborhood + 
##     KitchenQual + OverallQual + GarageFinish + GrLivArea + ExterQual + 
##     BsmtQual + TotalBsmtSF, data = train)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -426134  -14303     -41   13595  215198 
## 
## Coefficients:
##                       Estimate Std. Error t value Pr(>|t|)    
## (Intercept)         -1.766e+05  1.653e+05  -1.069 0.285452    
## FullBath             5.053e+02  2.694e+03   0.188 0.851232    
## YearBuilt            1.348e+02  8.231e+01   1.637 0.101828    
## NeighborhoodBlueste -1.365e+04  2.542e+04  -0.537 0.591416    
## NeighborhoodBrDale  -1.909e+04  1.273e+04  -1.499 0.134033    
## NeighborhoodBrkSide  6.293e+03  1.104e+04   0.570 0.568674    
## NeighborhoodClearCr  3.715e+04  1.104e+04   3.365 0.000788 ***
## NeighborhoodCollgCr  1.979e+04  8.838e+03   2.239 0.025310 *  
## NeighborhoodCrawfor  3.427e+04  1.055e+04   3.247 0.001197 ** 
## NeighborhoodEdwards -1.184e+04  9.934e+03  -1.192 0.233637    
## NeighborhoodGilbert  1.171e+04  9.258e+03   1.264 0.206281    
## NeighborhoodIDOTRR  -5.328e+03  1.183e+04  -0.450 0.652458    
## NeighborhoodMeadowV -1.411e+04  1.333e+04  -1.058 0.290336    
## NeighborhoodMitchel  9.424e+03  1.020e+04   0.924 0.355696    
## NeighborhoodNAmes    6.517e+03  9.479e+03   0.688 0.491869    
## NeighborhoodNoRidge  7.711e+04  1.013e+04   7.609 5.25e-14 ***
## NeighborhoodNPkVill  2.507e+02  1.438e+04   0.017 0.986089    
## NeighborhoodNridgHt  4.474e+04  9.541e+03   4.689 3.03e-06 ***
## NeighborhoodNWAmes   9.735e+03  9.666e+03   1.007 0.314024    
## NeighborhoodOldTown -7.763e+03  1.068e+04  -0.727 0.467255    
## NeighborhoodSawyer   1.064e+04  9.997e+03   1.064 0.287582    
## NeighborhoodSawyerW  1.685e+04  9.647e+03   1.747 0.080937 .  
## NeighborhoodSomerst  2.393e+04  9.124e+03   2.622 0.008834 ** 
## NeighborhoodStoneBr  6.081e+04  1.076e+04   5.649 1.98e-08 ***
## NeighborhoodSWISU   -9.832e+03  1.252e+04  -0.785 0.432495    
## NeighborhoodTimber   2.816e+04  9.991e+03   2.818 0.004899 ** 
## NeighborhoodVeenker  5.142e+04  1.326e+04   3.879 0.000110 ***
## KitchenQualFa       -4.564e+04  8.952e+03  -5.098 3.94e-07 ***
## KitchenQualGd       -2.901e+04  4.823e+03  -6.016 2.32e-09 ***
## KitchenQualTA       -3.870e+04  5.347e+03  -7.238 7.72e-13 ***
## OverallQual          1.201e+04  1.327e+03   9.052  < 2e-16 ***
## GarageFinishRFn     -6.353e+03  2.710e+03  -2.345 0.019199 *  
## GarageFinishUnf     -9.457e+03  3.128e+03  -3.023 0.002553 ** 
## GrLivArea            4.894e+01  2.963e+00  16.520  < 2e-16 ***
## ExterQualFa         -3.302e+04  1.499e+04  -2.203 0.027789 *  
## ExterQualGd         -2.224e+04  6.343e+03  -3.506 0.000470 ***
## ExterQualTA         -1.963e+04  7.081e+03  -2.773 0.005639 ** 
## BsmtQualFa          -3.596e+04  8.515e+03  -4.223 2.57e-05 ***
## BsmtQualGd          -3.287e+04  4.451e+03  -7.384 2.72e-13 ***
## BsmtQualTA          -3.194e+04  5.448e+03  -5.864 5.72e-09 ***
## TotalBsmtSF          1.746e+01  3.024e+00   5.776 9.57e-09 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 33600 on 1308 degrees of freedom
##   (111 observations deleted due to missingness)
## Multiple R-squared:  0.8246, Adjusted R-squared:  0.8192 
## F-statistic: 153.7 on 40 and 1308 DF,  p-value: < 2.2e-16

#table(train$Street)

Predicció de preus de cases

#newHousePrice <- data.frame()

newHouse <- data.frame( FullBath = 2, YearBuilt = 2003, Neighborhood = "CollgCr",
                       KitchenQual = "Gd", OverallQual = 7, GarageFinish="RFn",
                       GrLivArea=1710, ExterQual ="Gd",BsmtQual="Gd", TotalBsmtSF=856)
predict(lmSalePrice4, newHouse)

##      1 
## 206370

Aquesta new house passada al model existeix en el sistema amb el valor:208500

head(subset(train, select = c(FullBath,YearBuilt,Neighborhood,KitchenQual
                          ,OverallQual,GarageFinish,GrLivArea,ExterQual,BsmtQual,TotalBsmtSF,SalePrice) ),1)

##   FullBath YearBuilt Neighborhood KitchenQual OverallQual GarageFinish
## 1        2      2003      CollgCr          Gd           7          RFn
##   GrLivArea ExterQual BsmtQual TotalBsmtSF SalePrice
## 1      1710        Gd       Gd         856    208500

Predicció del dataset de test usant el model de regressió lineal. Per Id es prediu el preu de venda. Això és també el repte demanat a Kaggle.

predictHousePrice<- predict(lmSalePrice4, test)
#output <- cbind(testdata, prediction)
output <- cbind(test, predictHousePrice)
output

##        Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape
## 1    1461         20       RH          80   11622   Pave  <NA>      Reg
## 2    1462         20       RL          81   14267   Pave  <NA>      IR1
## 3    1463         60       RL          74   13830   Pave  <NA>      IR1
## 4    1464         60       RL          78    9978   Pave  <NA>      IR1
## 5    1465        120       RL          43    5005   Pave  <NA>      IR1
## 6    1466         60       RL          75   10000   Pave  <NA>      IR1
## 7    1467         20       RL          NA    7980   Pave  <NA>      IR1
## 8    1468         60       RL          63    8402   Pave  <NA>      IR1
## 9    1469         20       RL          85   10176   Pave  <NA>      Reg
## 10   1470         20       RL          70    8400   Pave  <NA>      Reg
## 11   1471        120       RH          26    5858   Pave  <NA>      IR1
## 12   1472        160       RM          21    1680   Pave  <NA>      Reg
## 13   1473        160       RM          21    1680   Pave  <NA>      Reg
## 14   1474        160       RL          24    2280   Pave  <NA>      Reg
## 15   1475        120       RL          24    2280   Pave  <NA>      Reg
## 16   1476         60       RL         102   12858   Pave  <NA>      IR1
## 17   1477         20       RL          94   12883   Pave  <NA>      IR1
## 18   1478         20       RL          90   11520   Pave  <NA>      Reg
## 19   1479         20       RL          79   14122   Pave  <NA>      IR1
## 20   1480         20       RL         110   14300   Pave  <NA>      Reg
## 21   1481         60       RL         105   13650   Pave  <NA>      Reg
## 22   1482        120       RL          41    7132   Pave  <NA>      IR1
## 23   1483         20       RL         100   18494   Pave  <NA>      IR1
## 24   1484        120       RL          43    3203   Pave  <NA>      Reg
## 25   1485         80       RL          67   13300   Pave  <NA>      IR1
## 26   1486         60       RL          63    8577   Pave  <NA>      IR1
## 27   1487         60       RL          60   17433   Pave  <NA>      IR2
## 28   1488         20       RL          73    8987   Pave  <NA>      Reg
## 29   1489         20       FV          92    9215   Pave  <NA>      Reg
## 30   1490         20       FV          84   10440   Pave  <NA>      Reg
## 31   1491         60       RL          70   11920   Pave  <NA>      Reg
## 32   1492         30       RH          70    9800   Pave  <NA>      Reg
## 33   1493         20       RL          39   15410   Pave  <NA>      IR1
## 34   1494         60       RL          85   13143   Pave  <NA>      IR1
## 35   1495         60       RL          88   11134   Pave  <NA>      Reg
## 36   1496        120       FV          25    4835   Pave  <NA>      IR1
## 37   1497        160       FV          39    3515   Pave  Pave      Reg
## 38   1498        160       FV          30    3215   Pave  Pave      Reg
## 39   1499        160       FV          24    2544   Pave  Pave      Reg
## 40   1500        160       FV          24    2544   Pave  Pave      Reg
## 41   1501        160       FV          NA    2980   Pave  <NA>      Reg
## 42   1502        160       FV          NA    2403   Pave  <NA>      IR1
## 43   1503         20       FV          57   12853   Pave  Pave      IR1
## 44   1504         60       FV          68    7379   Pave  <NA>      IR1
## 45   1505         20       FV          80    8000   Pave  <NA>      Reg
## 46   1506         20       RL          NA   10456   Pave  <NA>      IR1
## 47   1507         60       RL          80   10791   Pave  <NA>      Reg
## 48   1508         50       RL          NA   18837   Pave  <NA>      IR1
## 49   1509         60       RL          80    9600   Pave  <NA>      Reg
## 50   1510         20       RL          80    9600   Pave  <NA>      Reg
## 51   1511         20       RL          90    9900   Pave  <NA>      Reg
## 52   1512         20       RL          88    9680   Pave  <NA>      Reg
## 53   1513         80       RL          NA   10600   Pave  Pave      IR1
## 54   1514         90       RL          98   13260   Pave  <NA>      IR1
## 55   1515         50       RL          68    9724   Pave  <NA>      Reg
## 56   1516         50       RL         120   17360   Pave  <NA>      Reg
## 57   1517         85       RL          75   11380   Pave  <NA>      IR1
## 58   1518         90       RL          70    8267   Pave  <NA>      Reg
## 59   1519         20       RL          70    8197   Pave  <NA>      Reg
## 60   1520         20       RL          NA    8050   Pave  <NA>      IR1
## 61   1521         20       RL          87   10725   Pave  <NA>      IR1
## 62   1522         20       RL          80   10032   Pave  <NA>      Reg
## 63   1523         50       RL          60    8382   Pave  <NA>      Reg
## 64   1524         20       RL          60   10950   Pave  <NA>      Reg
## 65   1525         20       RL         119   10895   Pave  <NA>      Reg
## 66   1526        190       RL          70   13587   Pave  <NA>      Reg
## 67   1527         30       RL          65    7898   Pave  <NA>      Reg
## 68   1528         50       RL          60    8064   Pave  <NA>      Reg
## 69   1529         20       RL          81    7635   Pave  <NA>      IR1
## 70   1530         20       RL          80    9760   Pave  <NA>      Reg
## 71   1531         50       RM          60    4800   Pave  <NA>      Reg
## 72   1532         30       RM          56    4485   Pave  Grvl      Reg
## 73   1533         20       RM          69    5805   Pave  Grvl      Reg
## 74   1534         45       RM          50    6900   Pave  <NA>      Reg
## 75   1535         50       RM          69   11851   Pave  <NA>      Reg
## 76   1536         50       RM          NA    8239   Pave  <NA>      Reg
## 77   1537         30       RM          68    9656   Pave  <NA>      Reg
## 78   1538         70       RM          60    9600   Pave  Grvl      Reg
## 79   1539         70       RM          50    9000   Pave  Grvl      Reg
## 80   1540        190       RM         100    9045   Pave  <NA>      Reg
## 81   1541         70       RM          60   10560   Pave  <NA>      Reg
## 82   1542         50       RM          53    5830   Pave  <NA>      Reg
## 83   1543         75       RL          NA    7793   Pave  <NA>      IR1
## 84   1544         30       RM          50    5000   Pave  <NA>      Reg
## 85   1545         50       RM          50    6000   Pave  <NA>      Reg
## 86   1546         50       RM          50    6000   Pave  <NA>      Reg
## 87   1547         50       RM          53    6360   Pave  <NA>      Reg
## 88   1548         50       RM          50    6000   Pave  <NA>      Reg
## 89   1549         50       RM          52    6240   Pave  <NA>      Reg
## 90   1550         50       RM          52    6240   Pave  <NA>      Reg
## 91   1551         30       RM          51    6120   Pave  <NA>      Reg
## 92   1552         50       RM          57    8094   Pave  Grvl      Reg
## 93   1553         70       RM          60   12900   Pave  Grvl      Reg
## 94   1554         70       RM          52    3068   Pave  Grvl      Reg
## 95   1555         20       RL         100   15263   Pave  <NA>      IR1
## 96   1556         50       RL          72   10632   Pave  <NA>      IR1
## 97   1557        190       RL          60    9900   Pave  <NA>      Reg
## 98   1558         50       RL          65    6001   Pave  <NA>      IR1
## 99   1559         70  C (all)          NA    6449   Pave  <NA>      IR1
## 100  1560        190       RH          60    6048   Pave  <NA>      Reg
## 101  1561         90       RL          72   10773   Pave  <NA>      Reg
## 102  1562         20       RL          65    7800   Pave  <NA>      Reg
## 103  1563         20       RL          65    7832   Pave  <NA>      Reg
## 104  1564         90       RL          NA    7424   Pave  <NA>      IR1
## 105  1565         60       RL          86   11227   Pave  <NA>      Reg
## 106  1566         20       RL          NA   20062   Pave  <NA>      IR1
## 107  1567         30       RL          94    9259   Pave  <NA>      Reg
## 108  1568         60       RL          NA   17082   Pave  <NA>      IR1
## 109  1569         50       RL         124   18600   Pave  <NA>      Reg
## 110  1570         20       RL          65   11479   Pave  <NA>      Reg
## 111  1571         50       RL          50    9350   Pave  <NA>      Reg
## 112  1572         20       RL          75    9525   Pave  <NA>      Reg
## 113  1573         20       RL          44   17485   Pave  <NA>      IR2
## 114  1574         20       RL          NA   11200   Pave  <NA>      IR1
## 115  1575         20       RL          83   11980   Pave  <NA>      Reg
## 116  1576         60       RL          87   12361   Pave  <NA>      IR1
## 117  1577         20       RL          64    7360   Pave  <NA>      Reg
## 118  1578         50       RL          82   14235   Pave  <NA>      IR1
## 119  1579         85       RL          82   11105   Pave  <NA>      Reg
## 120  1580         60       RL          NA    9337   Pave  <NA>      IR1
## 121  1581         20       RL          38   15240   Pave  <NA>      IR1
## 122  1582         20       RL          68    7480   Pave  <NA>      Reg
## 123  1583         20       RL          80   10389   Pave  <NA>      Reg
## 124  1584         60       RL          75    9375   Pave  <NA>      Reg
## 125  1585        120       RM          NA    4435   Pave  <NA>      Reg
## 126  1586         30       RL          67    8777   Pave  <NA>      Reg
## 127  1587         20       RL          68    8842   Pave  <NA>      Reg
## 128  1588         20       RL          60   10044   Pave  <NA>      IR1
## 129  1589         50       RL          89   11792   Pave  <NA>      Reg
## 130  1590         80       RL          65    6305   Pave  <NA>      Reg
## 131  1591         20       RL          64    6410   Pave  <NA>      Reg
## 132  1592         30       RL          67    4853   Pave  <NA>      Reg
## 133  1593         30       RL          NA    7890   Pave  <NA>      Reg
## 134  1594         90       RH          60    7200   Pave  Pave      Reg
## 135  1595         50       RL          51    9839   Pave  <NA>      Reg
## 136  1596         50       RL          78   10452   Pave  <NA>      IR1
## 137  1597         90       RL          78   15600   Pave  <NA>      Reg
## 138  1598         80       RL          85   19645   Pave  <NA>      IR1
## 139  1599        120       RM          35    3907   Pave  <NA>      IR1
## 140  1600        120       RM          35    3907   Pave  <NA>      IR1
## 141  1601         30       RM          58    8154   Pave  <NA>      Reg
## 142  1602         50       RM          50    9140   Pave  <NA>      Reg
## 143  1603         30  C (all)          66    8712   Grvl  <NA>      Reg
## 144  1604        120       RM          44    3811   Pave  <NA>      IR1
## 145  1605         60       RL          85   11050   Pave  <NA>      Reg
## 146  1606         80       RL          74    9620   Pave  <NA>      Reg
## 147  1607         90       RL          NA   12760   Pave  <NA>      IR1
## 148  1608         20       RL          88   11896   Pave  <NA>      IR1
## 149  1609         20       RL          73    9803   Pave  <NA>      Reg
## 150  1610         60       RL          73    9802   Pave  <NA>      Reg
## 151  1611         20       RL          85   15300   Pave  <NA>      Reg
## 152  1612         20       RL          93   10114   Pave  <NA>      Reg
## 153  1613         20       RL          NA   11875   Pave  <NA>      Reg
## 154  1614        120       RM          31    2394   Pave  <NA>      Reg
## 155  1615        160       RM          21    1476   Pave  <NA>      Reg
## 156  1616        160       RM          21    1900   Pave  <NA>      Reg
## 157  1617        160       RM          21    1890   Pave  <NA>      Reg
## 158  1618         20       RL          50    6953   Pave  <NA>      Reg
## 159  1619         20       RL          76   12887   Pave  <NA>      Reg
## 160  1620         90       RL          70    7700   Pave  <NA>      Reg
## 161  1621         60       RL          63   10475   Pave  <NA>      Reg
## 162  1622         50       RL          68   10544   Pave  <NA>      IR1
## 163  1623         20       RL          76    9892   Pave  <NA>      Reg
## 164  1624         60       RL          74   12961   Pave  <NA>      Reg
## 165  1625         20       RL          74   13008   Pave  <NA>      IR1
## 166  1626         20       RL          85   10200   Pave  <NA>      Reg
## 167  1627         60       RL          88   10179   Pave  <NA>      IR1
## 168  1628         60       RL          NA   11792   Pave  <NA>      IR1
## 169  1629         80       RL          60    8400   Pave  <NA>      Reg
## 170  1630        120       RL          28    7296   Pave  <NA>      IR1
## 171  1631        120       RL          61    7380   Pave  <NA>      IR1
## 172  1632        120       RL          57    8013   Pave  <NA>      IR1
## 173  1633         80       RL          57    8923   Pave  <NA>      IR1
## 174  1634         60       RL          60    7500   Pave  <NA>      Reg
## 175  1635         60       RL          NA    8803   Pave  <NA>      IR1
## 176  1636         20       RL          58    7250   Pave  <NA>      Reg
## 177  1637         60       RL          85   11900   Pave  <NA>      Reg
## 178  1638         60       RL          NA   13250   Pave  <NA>      IR1
## 179  1639         20       RL          80   10928   Pave  <NA>      Reg
## 180  1640         60       RL          NA   12388   Pave  <NA>      IR1
## 181  1641         20       RL          80   11088   Pave  <NA>      Reg
## 182  1642         60       FV          70    7000   Pave  <NA>      Reg
## 183  1643         60       FV          NA    7500   Pave  <NA>      Reg
## 184  1644         60       FV          NA    8470   Pave  <NA>      Reg
## 185  1645         20       RL          NA    9373   Pave  <NA>      IR1
## 186  1646         20       RL          78   10140   Pave  <NA>      Reg
## 187  1647         20       RL          85   11050   Pave  <NA>      IR1
## 188  1648         20       RL          NA    7830   Pave  <NA>      IR1
## 189  1649         20       RL          NA    8510   Pave  <NA>      IR1
## 190  1650         20       RL          60    7038   Pave  <NA>      Reg
## 191  1651         20       RL          60    9000   Pave  <NA>      Reg
## 192  1652        160       RM          21    1680   Pave  <NA>      Reg
## 193  1653        160       RM          21    1680   Pave  <NA>      Reg
## 194  1654        160       RL          24    2308   Pave  <NA>      Reg
## 195  1655        120       RL          24    2280   Pave  <NA>      Reg
## 196  1656        160       RL          24    2349   Pave  <NA>      Reg
## 197  1657        160       RL          24    2364   Pave  <NA>      Reg
## 198  1658        160       RL          24    2364   Pave  <NA>      Reg
## 199  1659        120       RL          24    2104   Pave  <NA>      Reg
## 200  1660         20       RL          NA   10710   Pave  <NA>      Reg
## 201  1661         60       RL         110   14257   Pave  <NA>      Reg
## 202  1662         60       RL          95   12350   Pave  <NA>      Reg
## 203  1663         20       RL          95   12350   Pave  <NA>      Reg
## 204  1664         20       RL         105   13693   Pave  <NA>      Reg
## 205  1665         20       RL          95   11578   Pave  <NA>      Reg
## 206  1666         20       RL         129   16870   Pave  <NA>      IR1
## 207  1667         60       RL          59   23303   Pave  <NA>      IR3
## 208  1668         20       RL          87   10367   Pave  <NA>      IR1
## 209  1669         20       RL          77   10872   Pave  <NA>      IR1
## 210  1670         20       RL         102   13514   Pave  <NA>      IR1
## 211  1671         20       RL          90   12878   Pave  <NA>      IR1
## 212  1672         20       RL         110   15274   Pave  <NA>      IR1
## 213  1673         60       RL          96   13262   Pave  <NA>      IR1
## 214  1674         20       RL          70    9658   Pave  <NA>      IR1
## 215  1675        120       RL          47    6904   Pave  <NA>      IR1
## 216  1676        120       RL          34    5122   Pave  <NA>      IR1
## 217  1677        120       RL          80   10307   Pave  <NA>      IR1
## 218  1678         20       RL         100   14836   Pave  <NA>      IR1
## 219  1679         20       RL         117   15262   Pave  <NA>      IR1
## 220  1680        120       RL          44    7390   Pave  <NA>      IR1
## 221  1681        120       RL          48    6472   Pave  <NA>      Reg
## 222  1682         20       RL         129   16770   Pave  <NA>      Reg
## 223  1683        120       RL          48    3480   Pave  <NA>      Reg
## 224  1684         60       RL          63   10928   Pave  <NA>      Reg
## 225  1685         60       RL          57    8918   Pave  <NA>      IR1
## 226  1686        120       RL          43    3182   Pave  <NA>      Reg
## 227  1687         80       RL          59    9434   Pave  <NA>      IR1
## 228  1688         60       RL          62    7984   Pave  <NA>      IR1
## 229  1689         60       RL          61   10125   Pave  <NA>      IR1
## 230  1690         60       RL          NA    8965   Pave  <NA>      IR1
## 231  1691         60       RL          NA    8174   Pave  <NA>      IR1
## 232  1692         60       RL          NA   12891   Pave  <NA>      IR1
## 233  1693         80       RL          61    9734   Pave  <NA>      IR1
## 234  1694         60       RL          42    8433   Pave  <NA>      IR1
## 235  1695         80       RL          62    7750   Pave  <NA>      Reg
## 236  1696         60       RL          NA   15896   Pave  <NA>      IR2
## 237  1697         80       RL          64    7848   Pave  <NA>      IR1
## 238  1698         60       RL         106   12720   Pave  <NA>      Reg
## 239  1699         20       RL          NA   10750   Pave  <NA>      IR1
## 240  1700         60       RL          79    9085   Pave  <NA>      Reg
## 241  1701         60       RL          NA   11692   Pave  <NA>      IR1
## 242  1702         20       RL          86   11194   Pave  <NA>      IR1
## 243  1703         20       RL          78   10206   Pave  <NA>      Reg
## 244  1704         20       RL          85   10130   Pave  <NA>      Reg
## 245  1705         20       RL          76    9139   Pave  <NA>      IR1
## 246  1706         20       RL          85   11128   Pave  <NA>      Reg
## 247  1707         20       FV          90    7993   Pave  <NA>      IR1
## 248  1708         20       FV          72    8640   Pave  <NA>      Reg
## 249  1709         20       FV         112   12606   Pave  <NA>      IR1
## 250  1710         20       FV          75    7500   Pave  <NA>      Reg
## 251  1711         60       FV          84   10603   Pave  <NA>      Reg
## 252  1712         20       FV          65    8125   Pave  <NA>      Reg
## 253  1713         20       FV          85   10625   Pave  <NA>      Reg
## 254  1714         20       FV          68    8736   Pave  <NA>      IR1
## 255  1715         60       FV          65    8127   Pave  <NA>      IR1
## 256  1716         20       RL          80    9605   Pave  <NA>      Reg
## 257  1717         20       RL          63    7500   Pave  <NA>      Reg
## 258  1718         20       RL          63    7500   Pave  <NA>      Reg
## 259  1719         60       RL          96   10628   Pave  <NA>      IR1
## 260  1720         20       RL          76   10141   Pave  <NA>      IR1
## 261  1721         20       RL          63   13072   Pave  <NA>      Reg
## 262  1722         20       RL          63   13072   Pave  <NA>      Reg
## 263  1723         20       RL          60   12450   Pave  <NA>      Reg
## 264  1724         20       RL          61    7328   Pave  <NA>      Reg
## 265  1725         60       RL          43   11492   Pave  <NA>      IR1
## 266  1726         60       RL          70    7703   Pave  <NA>      Reg
## 267  1727        120       RL          50    7175   Pave  <NA>      Reg
## 268  1728         60       RL          70    9109   Pave  <NA>      Reg
## 269  1729         60       RL          NA   10274   Pave  <NA>      IR1
## 270  1730         90       RL          75    8250   Pave  <NA>      Reg
## 271  1731         20       RL          63    9750   Pave  <NA>      IR1
## 272  1732         20       RL          NA    8499   Pave  <NA>      IR1
## 273  1733         20       RL          NA    9079   Pave  <NA>      IR1
## 274  1734         20       RL          NA    9316   Pave  <NA>      IR1
## 275  1735         20       RL          NA    7791   Pave  <NA>      IR1
## 276  1736         20       RL          65    7150   Pave  <NA>      Reg
## 277  1737         20       RL          NA   15676   Pave  <NA>      IR1
## 278  1738         60       RL          NA   11949   Pave  <NA>      Reg
## 279  1739        160       FV          32    2880   Pave  Pave      Reg
## 280  1740        120       FV          NA    3830   Pave  Pave      IR1
## 281  1741        120       FV          NA    4217   Pave  Pave      IR1
## 282  1742        160       FV          34    2998   Pave  <NA>      Reg
## 283  1743        160       FV          35    3768   Pave  <NA>      Reg
## 284  1744         20       RL          NA   14694   Pave  <NA>      IR1
## 285  1745         20       RL         110   15417   Pave  <NA>      Reg
## 286  1746         80       RL          80    9600   Pave  <NA>      Reg
## 287  1747         60       RL          NA   12732   Pave  <NA>      IR1
## 288  1748         60       RL          80   10400   Pave  <NA>      Reg
## 289  1749         20       RL          80    9600   Pave  <NA>      Reg
## 290  1750         20       RL          75    9000   Pave  <NA>      Reg
## 291  1751         60       RL          NA   13774   Pave  <NA>      IR1
## 292  1752         20       RL          62    7130   Pave  <NA>      Reg
## 293  1753         20       RL          80    9600   Pave  <NA>      Reg
## 294  1754         60       RL          80    9600   Pave  <NA>      Reg
## 295  1755         85       RL          NA   16500   Pave  <NA>      Reg
## 296  1756         20       RL          60    7436   Pave  <NA>      Reg
## 297  1757         20       RL          65    8125   Pave  <NA>      Reg
## 298  1758         20       RL          NA    9450   Pave  <NA>      IR1
## 299  1759         20       RL          NA   13495   Pave  <NA>      IR1
## 300  1760         20       RL          85    9350   Pave  <NA>      Reg
## 301  1761         20       RL         115   10500   Pave  <NA>      IR1
## 302  1762         60       RL          NA    8970   Pave  <NA>      IR1
## 303  1763         80       RL          85   11475   Pave  <NA>      Reg
## 304  1764         20       RL          68    9768   Pave  <NA>      Reg
## 305  1765         20       RL          90    9900   Pave  <NA>      Reg
## 306  1766         20       RL          92   10573   Pave  <NA>      IR1
## 307  1767         20       RL          80   14695   Pave  <NA>      IR1
## 308  1768         20       RL          73    8760   Pave  <NA>      Reg
## 309  1769         20       RL          NA   12285   Pave  <NA>      IR1
## 310  1770         20       RL          66    9240   Pave  <NA>      IR1
## 311  1771         20       RL          70    8750   Pave  <NA>      Reg
## 312  1772         20       RL          70    8750   Pave  <NA>      Reg
## 313  1773         20       RL          80   10400   Pave  <NA>      Reg
## 314  1774         90       RL          76    9482   Pave  <NA>      Reg
## 315  1775         20       RL          53    8128   Pave  <NA>      IR1
## 316  1776         20       RL          67   13070   Pave  <NA>      Reg
## 317  1777         30       RL          80    8480   Pave  <NA>      Reg
## 318  1778         20       RL          60    7626   Pave  <NA>      Reg
## 319  1779         20       RL          75    9533   Pave  <NA>      Reg
## 320  1780         60       RL          78   11419   Pave  <NA>      Reg
## 321  1781         20       RL          60    9600   Pave  <NA>      Reg
## 322  1782         20       RL          53    5470   Pave  <NA>      Reg
## 323  1783         60       RL          60   10800   Pave  <NA>      Reg
## 324  1784         70       RL          80    8146   Pave  <NA>      Reg
## 325  1785         30       RL          60   10230   Pave  Grvl      Reg
## 326  1786         50       RL          60   10410   Pave  Grvl      Reg
## 327  1787         70       RL          60    7200   Pave  <NA>      Reg
## 328  1788         30       RL          90    5400   Pave  <NA>      Reg
## 329  1789         30       RL          60   10800   Pave  Grvl      Reg
## 330  1790         30       RL          60   10800   Pave  Grvl      Reg
## 331  1791         90       RL          81    9671   Pave  <NA>      Reg
## 332  1792         20       RL          83   10143   Pave  <NA>      Reg
## 333  1793         20       RL          77   11500   Pave  <NA>      IR1
## 334  1794         20       RL          62    8010   Pave  <NA>      Reg
## 335  1795         20       RL          90   10454   Pave  <NA>      IR1
## 336  1796         20       RL          80    9000   Pave  <NA>      IR1
## 337  1797         50       RL          60    8064   Pave  <NA>      Reg
## 338  1798         20       RL          71    7350   Pave  <NA>      Reg
## 339  1799         20       RL          60    7200   Pave  <NA>      Reg
## 340  1800         80       RL          80    8000   Pave  <NA>      Reg
## 341  1801         50       RL          60   10800   Pave  <NA>      Reg
## 342  1802         50       RL          60    8064   Pave  <NA>      Reg
## 343  1803         60       RL          76    7570   Pave  <NA>      Reg
## 344  1804         90       RL          75    8604   Pave  <NA>      IR1
## 345  1805         20       RL          80    7936   Pave  <NA>      Reg
## 346  1806         50       RM          68    4080   Pave  Grvl      Reg
## 347  1807         90       RM          57   10307   Pave  Grvl      Reg
## 348  1808         50       RM          90   15660   Pave  <NA>      Reg
## 349  1809         70       RM          90    9900   Pave  <NA>      Reg
## 350  1810         70       RM          57    6406   Pave  Grvl      Reg
## 351  1811        190       RM          63    7627   Pave  <NA>      Reg
## 352  1812         50       RM          56   10134   Pave  Grvl      Reg
## 353  1813         50       RM          50    6000   Pave  <NA>      Reg
## 354  1814         30       RM          62    7404   Pave  <NA>      Reg
## 355  1815         30       RM          50    5925   Pave  <NA>      Reg
## 356  1816         30       RM          60    8520   Pave  <NA>      Reg
## 357  1817         70       RM          60    9600   Pave  <NA>      Reg
## 358  1818         70       RM          70    8400   Pave  <NA>      Reg
## 359  1819         70       RM          60    3600   Pave  Grvl      Reg
## 360  1820         30  C (all)          NA    3300   Pave  <NA>      Reg
## 361  1821         50       RM          60    5400   Pave  <NA>      Reg
## 362  1822         70       RM          60    9720   Pave  Grvl      Reg
## 363  1823         30  C (all)          72    9392   Pave  <NA>      Reg
## 364  1824         30       RL          NA    6615   Pave  <NA>      Reg
## 365  1825         70       RL          50    4960   Pave  <NA>      Reg
## 366  1826         50       RM          60    6000   Pave  <NA>      Reg
## 367  1827         30       RM          51    6120   Pave  <NA>      Reg
## 368  1828         50       RM          51    6120   Pave  <NA>      Reg
## 369  1829         30       RM          50    8635   Pave  <NA>      Reg
## 370  1830         70       RM          57    8094   Pave  Grvl      Reg
## 371  1831         70       RM          68    9928   Pave  Grvl      Reg
## 372  1832         90       RM          50    3000   Pave  Grvl      Reg
## 373  1833         70       RM          57    6876   Pave  <NA>      Reg
## 374  1834         70       RM          NA    5775   Pave  <NA>      IR2
## 375  1835        190       RM          41    5852   Pave  <NA>      IR3
## 376  1836         50       RM          60    5160   Pave  <NA>      Reg
## 377  1837         85       RM          86    5160   Pave  Grvl      Reg
## 378  1838        190       RM          60   10320   Pave  Grvl      Reg
## 379  1839         20       RL          50    4280   Pave  <NA>      IR1
## 380  1840         90       RL          60   10800   Pave  <NA>      Reg
## 381  1841         90       RL          NA   10547   Pave  <NA>      IR1
## 382  1842         50       RL          60    9780   Pave  <NA>      Reg
## 383  1843         20       RL          75   11625   Pave  <NA>      Reg
## 384  1844         85       RL          NA    8014   Pave  <NA>      IR1
## 385  1845         80       RL          88   15400   Pave  <NA>      Reg
## 386  1846         80       RL          88   15312   Pave  <NA>      Reg
## 387  1847         80       RL          NA   15584   Pave  <NA>      Reg
## 388  1848         20       RL          NA    9000   Pave  <NA>      Reg
## 389  1849         20       RL          NA   15635   Pave  <NA>      IR1
## 390  1850         20       RL          68    9571   Pave  <NA>      Reg
## 391  1851         60       RL          50    9350   Pave  <NA>      Reg
## 392  1852         20       RL          62    7440   Pave  <NA>      Reg
## 393  1853        120       RL          42    4235   Pave  <NA>      Reg
## 394  1854         80       RL          74   10778   Pave  <NA>      IR1
## 395  1855         80       RL          66   19255   Pave  <NA>      IR1
## 396  1856         60       RL          85   10560   Pave  <NA>      Reg
## 397  1857         70       RL         120   26400   Pave  <NA>      Reg
## 398  1858         90       RL          64    7018   Pave  <NA>      Reg
## 399  1859         90       RL          64    7018   Pave  <NA>      Reg
## 400  1860         90       RL          64    7040   Pave  <NA>      Reg
## 401  1861         90       RL          64    7007   Pave  <NA>      Reg
## 402  1862         90       RL          NA   11855   Pave  <NA>      Reg
## 403  1863         90       RL          NA    7939   Pave  <NA>      Reg
## 404  1864         90       RL          NA    7976   Pave  <NA>      Reg
## 405  1865         20       RL          84   10933   Pave  <NA>      Reg
## 406  1866         20       RL          65   10816   Pave  <NA>      IR1
## 407  1867         20       RL          71    9178   Pave  <NA>      Reg
## 408  1868         20       RL          77   11422   Pave  <NA>      IR1
## 409  1869         20       RL          64    6762   Pave  <NA>      Reg
## 410  1870         20       RL          95   10324   Pave  <NA>      IR1
## 411  1871         20       RL          78   11645   Pave  <NA>      Reg
## 412  1872         60       RL          79   11646   Pave  <NA>      IR1
## 413  1873         60       RL          NA   16698   Pave  <NA>      IR1
## 414  1874         20       RL          65    9757   Pave  <NA>      Reg
## 415  1875         20       RL          65   14753   Pave  <NA>      IR2
## 416  1876         60       RL          70    8750   Pave  <NA>      Reg
## 417  1877         20       RL          65   10739   Pave  <NA>      IR1
## 418  1878         20       RL          75   11166   Pave  <NA>      Reg
## 419  1879         20       RL          NA   16269   Pave  <NA>      IR1
## 420  1880         20       RL          76    6950   Pave  <NA>      IR1
## 421  1881         20       RL          90   11664   Pave  <NA>      Reg
## 422  1882         60       RL          NA   12334   Pave  <NA>      IR1
## 423  1883         60       RL          70    8749   Pave  <NA>      Reg
## 424  1884         60       RL          NA   11250   Pave  <NA>      Reg
## 425  1885         20       RL          90   15750   Pave  <NA>      Reg
## 426  1886         20       RL          NA   12782   Pave  <NA>      Reg
## 427  1887         20       RL          70    8750   Pave  <NA>      Reg
## 428  1888         20       RL          85   10200   Pave  <NA>      Reg
## 429  1889         60       RL          85   11069   Pave  <NA>      Reg
## 430  1890         20       RL          80   10682   Pave  <NA>      Reg
## 431  1891        180       RM          35    3675   Pave  <NA>      Reg
## 432  1892         20       RL          64    6410   Pave  <NA>      Reg
## 433  1893         20       RL          70   11767   Pave  <NA>      Reg
## 434  1894         90       RL          65   10926   Pave  <NA>      Reg
## 435  1895         20       RL          70   11767   Pave  <NA>      Reg
## 436  1896         50       RL          45    8212   Pave  Grvl      Reg
## 437  1897         50       RH          70    6300   Pave  Pave      Reg
## 438  1898         70       RL          43    5707   Pave  <NA>      Reg
## 439  1899         30       RL          64    8574   Pave  <NA>      Reg
## 440  1900         70       RL          53    7155   Pave  <NA>      Reg
## 441  1901         50       RL          60   13680   Pave  <NA>      Reg
## 442  1902         20       RL          80   14680   Pave  Grvl      IR1
## 443  1903         90       RL          NA    8145   Pave  <NA>      IR1
## 444  1904         20       RL          70    9100   Pave  <NA>      Reg
## 445  1905         20       RL          90   13339   Pave  <NA>      IR1
## 446  1906         50       RL          78   15600   Pave  <NA>      Reg
## 447  1907         20       RL         100   17500   Pave  <NA>      Reg
## 448  1908        160       RM          24    1733   Pave  <NA>      Reg
## 449  1909        160       RM          24    1488   Pave  <NA>      Reg
## 450  1910        160       RM          24    1612   Pave  <NA>      Reg
## 451  1911         80       RL          NA   13607   Pave  <NA>      IR1
## 452  1912         20       RL          NA   17597   Pave  <NA>      Reg
## 453  1913         70       RM          50    8660   Pave  <NA>      Reg
## 454  1914         30  C (all)          60   10200   Pave  Grvl      Reg
## 455  1915        120       RM          44    3843   Pave  <NA>      IR1
## 456  1916         30     <NA>         109   21780   Grvl  <NA>      Reg
## 457  1917         60       RL          75   10125   Pave  <NA>      Reg
## 458  1918         85       RL          75    9750   Pave  <NA>      Reg
## 459  1919         85       RL          72    9360   Pave  <NA>      Reg
## 460  1920         20       RL          82   11070   Pave  <NA>      Reg
## 461  1921         20       RL         113   13438   Pave  <NA>      IR1
## 462  1922         20       RL          79   14463   Pave  <NA>      IR1
## 463  1923         60       RL          NA    9839   Pave  <NA>      IR1
## 464  1924         80       RL         125   14419   Pave  <NA>      IR1
## 465  1925         60       RL          75    9157   Pave  <NA>      IR1
## 466  1926         20       RL          85   12633   Pave  <NA>      IR1
## 467  1927         20       RL          75   12518   Pave  <NA>      IR1
## 468  1928         20       RL          83   13383   Pave  <NA>      IR1
## 469  1929         85       RL          50    7689   Pave  <NA>      IR1
## 470  1930         80       RL          62    7706   Pave  <NA>      Reg
## 471  1931         85       RL          70    7669   Pave  <NA>      Reg
## 472  1932         60       RL          62   10429   Pave  <NA>      Reg
## 473  1933         60       RL          70   10457   Pave  <NA>      IR1
## 474  1934         60       RL          72    8702   Pave  <NA>      IR1
## 475  1935         60       RL          65    8139   Pave  <NA>      Reg
## 476  1936         60       RL          59    9535   Pave  <NA>      IR1
## 477  1937         60       RL          NA   15038   Pave  <NA>      IR2
## 478  1938         20       RL          53   14137   Pave  <NA>      IR1
## 479  1939        120       RL          45    6264   Pave  <NA>      IR1
## 480  1940        120       RL          39    5070   Pave  <NA>      IR1
## 481  1941         60       RL          73   11184   Pave  <NA>      IR1
## 482  1942         60       RL          NA   14067   Pave  <NA>      Reg
## 483  1943        120       RL          65    5950   Pave  <NA>      IR1
## 484  1944         60       RL         101   13543   Pave  <NA>      IR1
## 485  1945         20       RL          53   15401   Pave  <NA>      IR1
## 486  1946         20       RL          NA   31220   Pave  <NA>      IR1
## 487  1947        120       RL          60    8118   Pave  <NA>      Reg
## 488  1948         20       RL          NA   47280   Pave  <NA>      IR1
## 489  1949         20       RL          63   12680   Pave  <NA>      IR1
## 490  1950         20       RL          NA   10825   Pave  <NA>      IR1
## 491  1951         20       RL          56   18559   Pave  <NA>      IR1
## 492  1952         20       RL          85   14450   Pave  <NA>      Reg
## 493  1953         20       RL          90   13068   Pave  <NA>      Reg
## 494  1954         60       RL          80   10400   Pave  <NA>      Reg
## 495  1955         60       RL          75    9743   Pave  <NA>      Reg
## 496  1956         60       RL          NA   12511   Pave  <NA>      IR1
## 497  1957         20       RL          80   10400   Pave  <NA>      Reg
## 498  1958         60       RL          NA   14311   Pave  <NA>      IR1
## 499  1959         90       RL          60    9000   Pave  <NA>      Reg
## 500  1960         20       RL          68   10295   Pave  <NA>      Reg
## 501  1961         20       RL          63    7560   Pave  <NA>      Reg
## 502  1962        160       RM          21    1680   Pave  <NA>      Reg
## 503  1963        160       RM          21    1890   Pave  <NA>      Reg
## 504  1964        160       RM          21    1680   Pave  <NA>      Reg
## 505  1965        160       RL          24    2308   Pave  <NA>      Reg
## 506  1966        120       RL          24    2529   Pave  <NA>      Reg
## 507  1967         20       RL          98   12704   Pave  <NA>      Reg
## 508  1968         20       RL         105   13693   Pave  <NA>      Reg
## 509  1969         20       RL         104   14418   Pave  <NA>      IR1
## 510  1970         60       RL         108   13418   Pave  <NA>      Reg
## 511  1971         60       RL          96   12539   Pave  <NA>      Reg
## 512  1972         60       RL         102   12151   Pave  <NA>      IR1
## 513  1973         60       RL          74    8899   Pave  <NA>      Reg
## 514  1974         60       RL          85   10574   Pave  <NA>      IR1
## 515  1975         20       RL         106   12720   Pave  <NA>      Reg
## 516  1976         20       RL          92   10845   Pave  <NA>      IR1
## 517  1977         60       RL         130   16900   Pave  <NA>      Reg
## 518  1978         60       RL         112   16451   Pave  <NA>      IR1
## 519  1979        120       RL          58   10110   Pave  <NA>      IR1
## 520  1980        120       RL         135   12304   Pave  <NA>      IR3
## 521  1981        120       RL          89    8232   Pave  <NA>      IR1
## 522  1982        120       RL          48    6240   Pave  <NA>      Reg
## 523  1983        120       RL          48    6240   Pave  <NA>      Reg
## 524  1984        160       RL          36    2448   Pave  <NA>      Reg
## 525  1985        120       RL          NA    3940   Pave  <NA>      Reg
## 526  1986        120       RM          NA    3940   Pave  <NA>      Reg
## 527  1987         20       RL          53    3710   Pave  <NA>      Reg
## 528  1988         60       RL          80    9024   Pave  <NA>      IR1
## 529  1989         60       RL          NA    8010   Pave  <NA>      IR1
## 530  1990         60       RL          NA    8396   Pave  <NA>      IR1
## 531  1991        120       RL          55    7301   Pave  <NA>      IR1
## 532  1992         60       RL          71    8220   Pave  <NA>      IR1
## 533  1993         60       RL          NA    7750   Pave  <NA>      Reg
## 534  1994         60       RL          41   12460   Pave  <NA>      IR1
## 535  1995         60       RL          77    8390   Pave  <NA>      IR1
## 536  1996         75       RL          84    9660   Pave  <NA>      Reg
## 537  1997         60       RL          NA   11000   Pave  <NA>      Reg
## 538  1998         20       RL         136   11675   Pave  <NA>      IR1
## 539  1999         60       RL          97   10990   Pave  <NA>      IR1
## 540  2000         60       RL          NA   11929   Pave  <NA>      IR1
## 541  2001         60       RL          91   10010   Pave  <NA>      Reg
## 542  2002         20       RL          74   13253   Pave  <NA>      IR1
## 543  2003         60       RL          73    9801   Pave  <NA>      Reg
## 544  2004         60       RL          80    9428   Pave  <NA>      Reg
## 545  2005         20       RL          87   10037   Pave  <NA>      Reg
## 546  2006         20       FV          72    8640   Pave  <NA>      Reg
## 547  2007         20       FV          85   10625   Pave  <NA>      Reg
## 548  2008         20       FV          62    7500   Pave  Pave      Reg
## 549  2009         60       RL          68   10110   Pave  <NA>      Reg
## 550  2010         60       RL          67   12774   Pave  <NA>      Reg
## 551  2011         20       RL          63   13072   Pave  <NA>      Reg
## 552  2012         20       RL          81    9260   Pave  <NA>      Reg
## 553  2013         60       RL          65    8453   Pave  <NA>      IR1
## 554  2014         60       RL          50    8480   Pave  <NA>      IR1
## 555  2015         60       RL          43   14565   Pave  <NA>      IR2
## 556  2016         60       RL          65    8450   Pave  <NA>      Reg
## 557  2017         60       RL          75    8285   Pave  <NA>      Reg
## 558  2018         20       RL          70    9100   Pave  <NA>      Reg
## 559  2019         20       RL          75    8100   Pave  <NA>      Reg
## 560  2020        190       RL          65    8450   Pave  <NA>      Reg
## 561  2021         20       RL          60    6360   Pave  <NA>      Reg
## 562  2022         20       RL          95   19508   Pave  <NA>      Reg
## 563  2023         50       RL          70   10759   Pave  <NA>      Reg
## 564  2024         60       RL          NA    9205   Pave  <NA>      IR1
## 565  2025         60       RL         105   11025   Pave  <NA>      Reg
## 566  2026        120       FV          37    3435   Pave  Pave      IR1
## 567  2027        160       FV          30    3180   Pave  Pave      Reg
## 568  2028        160       FV          30    3180   Pave  Pave      Reg
## 569  2029        160       FV          24    2280   Pave  Pave      Reg
## 570  2030        120       FV          NA    4765   Pave  <NA>      IR1
## 571  2031        120       FV          NA    4538   Pave  <NA>      IR1
## 572  2032        120       FV          42    4385   Pave  <NA>      IR1
## 573  2033        120       FV          35    4109   Pave  <NA>      IR1
## 574  2034        160       FV          24    2160   Pave  Pave      Reg
## 575  2035         60       FV          79   10646   Pave  <NA>      IR1
## 576  2036        160       FV          24    2645   Pave  Pave      Reg
## 577  2037        160       FV          24    2645   Pave  Pave      Reg
## 578  2038        160       FV          36    3951   Pave  Pave      IR1
## 579  2039        120       RL          22   11064   Pave  <NA>      IR2
## 580  2040         60       RL          NA   24572   Pave  <NA>      IR1
## 581  2041         20       RL         103   16280   Pave  <NA>      Reg
## 582  2042         60       FV          NA    7500   Pave  <NA>      Reg
## 583  2043         80       RL          NA   11104   Pave  <NA>      IR1
## 584  2044         20       RL          85   11050   Pave  <NA>      Reg
## 585  2045         20       RL          NA   15387   Pave  <NA>      IR1
## 586  2046         90       RL          75    9750   Pave  <NA>      Reg
## 587  2047         60       RL          73    8814   Pave  <NA>      Reg
## 588  2048         20       RL          65    8125   Pave  <NA>      Reg
## 589  2049         90       RL          72   11072   Pave  <NA>      IR1
## 590  2050         60       RL          NA   13355   Pave  <NA>      IR1
## 591  2051         20       RL          74    7785   Pave  <NA>      IR1
## 592  2052         20       RL          90    9900   Pave  <NA>      Reg
## 593  2053         20       RL          NA   11332   Pave  <NA>      IR1
## 594  2054         70       RL          50    4882   Pave  <NA>      IR1
## 595  2055         20       RL          80    9600   Pave  <NA>      Reg
## 596  2056         20       RL          80    9600   Pave  <NA>      Reg
## 597  2057         20       RL          63    7584   Pave  <NA>      Reg
## 598  2058         60       RL          90   14670   Pave  <NA>      Reg
## 599  2059         20       RL          74    8856   Pave  <NA>      Reg
## 600  2060         20       RL          82    9840   Pave  <NA>      Reg
## 601  2061         20       RL          90   13200   Pave  <NA>      IR1
## 602  2062         20       RL          75   10425   Pave  <NA>      Reg
## 603  2063         20       RL          60   11556   Pave  <NA>      Reg
## 604  2064         20       RL         102    9373   Pave  <NA>      IR1
## 605  2065         20       RL          NA   12774   Pave  <NA>      Reg
## 606  2066         20       RL          95   14250   Pave  <NA>      Reg
## 607  2067         20       RL          71    8838   Pave  <NA>      Reg
## 608  2068         90       RL          76   12436   Pave  <NA>      Reg
## 609  2069         20       RL          60   10122   Pave  <NA>      Reg
## 610  2070         50       RL          45    7506   Pave  <NA>      Reg
## 611  2071         30       RL          60    5400   Pave  <NA>      Reg
## 612  2072         50       RL          60   10836   Pave  Grvl      Reg
## 613  2073         20       RL          78   10180   Pave  <NA>      IR1
## 614  2074         20       RL          76   11355   Pave  <NA>      IR1
## 615  2075         20       RL          NA   12929   Pave  <NA>      IR1
## 616  2076         20       RL          60    7200   Pave  <NA>      Reg
## 617  2077         20       RL          80    8000   Pave  <NA>      Reg
## 618  2078         20       RL          80    8000   Pave  <NA>      Reg
## 619  2079         50       RL          60    8064   Pave  <NA>      Reg
## 620  2080         45       RL          64    6390   Pave  <NA>      Reg
## 621  2081         50       RL          60    7200   Pave  <NA>      Reg
## 622  2082         90       RL         113    8513   Pave  <NA>      Reg
## 623  2083         50       RL          60    7200   Pave  <NA>      Reg
## 624  2084         20       RL          60    7200   Pave  <NA>      Reg
## 625  2085         20       RL          69    7590   Pave  <NA>      Reg
## 626  2086         20       RM          56    9836   Pave  Grvl      Reg
## 627  2087         50       RM          57    9184   Pave  Grvl      Reg
## 628  2088         70       RM          80    4800   Pave  Grvl      Reg
## 629  2089         30       RM          60    4800   Pave  <NA>      Reg
## 630  2090         75       RM          60    6000   Pave  <NA>      Reg
## 631  2091        190       RM          63   11426   Pave  Grvl      Reg
## 632  2092         50       RM          63    7628   Pave  <NA>      Reg
## 633  2093         50       RM          81    7308   Pave  <NA>      Reg
## 634  2094         30       RM          60    5400   Pave  <NA>      Reg
## 635  2095        190       RM          60   10800   Pave  Grvl      Reg
## 636  2096         30       RM          60    6756   Pave  <NA>      Reg
## 637  2097         50       RM          44    5914   Pave  Grvl      Reg
## 638  2098         50       RM          75    9000   Pave  <NA>      Reg
## 639  2099         20       RM          62    7311   Pave  <NA>      Reg
## 640  2100         20       RM         103   12205   Pave  <NA>      Reg
## 641  2101        190       RM          69    9142   Pave  <NA>      Reg
## 642  2102         75       RM          53    5350   Pave  <NA>      Reg
## 643  2103         50       RM          69    9143   Pave  Grvl      Reg
## 644  2104        190       RM          60    9600   Pave  Grvl      Reg
## 645  2105         70       RM          60    6000   Pave  Grvl      Reg
## 646  2106         70       RM          60   11340   Pave  <NA>      Reg
## 647  2107         70       RM          60   10800   Pave  <NA>      Reg
## 648  2108         20       RM          65    9750   Pave  <NA>      Reg
## 649  2109         20       RM          52    8516   Pave  <NA>      Reg
## 650  2110         30       RL          55    7111   Pave  <NA>      IR1
## 651  2111         50       RM          NA    7425   Pave  <NA>      IR1
## 652  2112         50       RL          NA    7010   Pave  <NA>      Reg
## 653  2113         50       RM          50    5000   Pave  <NA>      Reg
## 654  2114         70       RM          59    5870   Pave  <NA>      Reg
## 655  2115         50       RM          50    6000   Pave  <NA>      Reg
## 656  2116         30       RM          50    6000   Pave  <NA>      Reg
## 657  2117         50       RM          50    6000   Pave  <NA>      Reg
## 658  2118         50       RM          50    6000   Pave  <NA>      Reg
## 659  2119         45       RM          50    5000   Pave  <NA>      Reg
## 660  2120         50       RM          60    5520   Pave  <NA>      IR1
## 661  2121         20       RM          99    5940   Pave  <NA>      IR1
## 662  2122         50       RM          52    6240   Pave  <NA>      Reg
## 663  2123         30       RM          NA    6120   Pave  <NA>      Reg
## 664  2124         50       RM          52    6240   Pave  <NA>      Reg
## 665  2125         70       RM          51    6120   Pave  <NA>      Reg
## 666  2126         50       RL          60    9144   Pave  Pave      Reg
## 667  2127         60       RM          57    8094   Pave  Grvl      Reg
## 668  2128         50       RM          63    4347   Pave  <NA>      Reg
## 669  2129         30       RM          NA    6291   Grvl  <NA>      IR1
## 670  2130         70       RM          60   10266   Pave  <NA>      Reg
## 671  2131         50       RM          60    6876   Pave  <NA>      Reg
## 672  2132         50       RM          NA   10320   Pave  Grvl      Reg
## 673  2133         30       RM          60    7200   Pave  <NA>      Reg
## 674  2134         50       RM          62    7006   Pave  <NA>      Reg
## 675  2135         30       RM          60   10320   Pave  <NA>      Reg
## 676  2136        190       RM          60   10320   Pave  Grvl      Reg
## 677  2137         20       RL          82    9488   Pave  <NA>      Reg
## 678  2138         85       RL          NA   11235   Pave  <NA>      Reg
## 679  2139         80       RL          80   13014   Pave  <NA>      Reg
## 680  2140         20       RL          68   10265   Pave  <NA>      IR1
## 681  2141         85       RL          NA    7703   Pave  <NA>      IR1
## 682  2142         20       RL          NA    9981   Pave  <NA>      IR1
## 683  2143         85       RL          NA    7400   Pave  <NA>      IR1
## 684  2144        190       RL          60   12900   Pave  <NA>      Reg
## 685  2145         20       RL          94    9239   Pave  <NA>      Reg
## 686  2146         20       RL          88   14175   Pave  <NA>      Reg
## 687  2147        190       RL          NA   10532   Pave  <NA>      Reg
## 688  2148         50       RL          63    8375   Pave  <NA>      Reg
## 689  2149         80       RL          NA   10200   Pave  <NA>      Reg
## 690  2150         20       RL          82   20270   Pave  <NA>      IR1
## 691  2151         50       RL          50    5190   Pave  <NA>      Reg
## 692  2152         30       RL          85   19550   Pave  <NA>      Reg
## 693  2153         20       RL          68    9571   Pave  <NA>      Reg
## 694  2154         90       RL          50    9350   Pave  <NA>      Reg
## 695  2155         60       RL          50    9360   Pave  <NA>      Reg
## 696  2156         60       RL          NA    9771   Pave  <NA>      IR3
## 697  2157         20       RL          80    9938   Pave  <NA>      Reg
## 698  2158         60       RL          NA   14171   Pave  <NA>      IR2
## 699  2159         80       RL          85   10541   Pave  <NA>      IR1
## 700  2160         60       RL          65   10616   Pave  <NA>      IR1
## 701  2161         20       RL          65    9345   Pave  <NA>      IR1
## 702  2162         20       RL          91   11778   Pave  <NA>      Reg
## 703  2163         20       RL          91   11778   Pave  <NA>      Reg
## 704  2164         80       RL          NA   11454   Pave  <NA>      IR2
## 705  2165         20       RL          NA   11500   Pave  <NA>      IR1
## 706  2166         20       RL          65    9750   Pave  <NA>      Reg
## 707  2167         20       RL          NA    8696   Pave  <NA>      IR1
## 708  2168         60       RL          NA   13142   Pave  <NA>      IR1
## 709  2169         60       RL          68    8998   Pave  <NA>      IR1
## 710  2170         60       RL          75   12192   Pave  <NA>      IR1
## 711  2171         20       RL          NA   12250   Pave  <NA>      IR1
## 712  2172         20       RL          NA    9216   Pave  <NA>      IR1
## 713  2173         20       RL          40   14330   Pave  <NA>      IR1
## 714  2174         60       RL          NA   10400   Pave  <NA>      Reg
## 715  2175         60       RL          NA    9720   Pave  <NA>      IR1
## 716  2176         20       RL          NA   14860   Pave  <NA>      IR2
## 717  2177         60       RL          41   10905   Pave  <NA>      IR2
## 718  2178         60       RL          96   11690   Pave  <NA>      IR1
## 719  2179        120       RM          NA    4426   Pave  <NA>      Reg
## 720  2180         90       RM          83   10126   Pave  <NA>      Reg
## 721  2181         20       RL          75    9750   Pave  <NA>      Reg
## 722  2182         20       RL          85   11058   Pave  <NA>      Reg
## 723  2183         20       RL          74    9627   Pave  <NA>      Reg
## 724  2184         20       RL          75    9825   Pave  <NA>      Reg
## 725  2185         85       RL          64   12102   Pave  <NA>      Reg
## 726  2186         20       RL          65    6500   Pave  <NA>      Reg
## 727  2187         80       RL          NA    9638   Pave  <NA>      IR1
## 728  2188         60       RL          72    7200   Pave  <NA>      Reg
## 729  2189         20       RL         123   47007   Pave  <NA>      IR1
## 730  2190         90       RL          65    6012   Pave  <NA>      Reg
## 731  2191         90       RL          74    6845   Pave  <NA>      Reg
## 732  2192        190       RL          56    6931   Pave  <NA>      Reg
## 733  2193         50       RL          60   12180   Pave  <NA>      Reg
## 734  2194         50       RL          57    8050   Pave  <NA>      Reg
## 735  2195         20       RL          68    9520   Pave  <NA>      Reg
## 736  2196         80       RL          62    7692   Pave  <NA>      Reg
## 737  2197         30       RL          67    5142   Pave  <NA>      Reg
## 738  2198         30       RL          60    7290   Pave  <NA>      Reg
## 739  2199         90       RL          64    7804   Pave  <NA>      Reg
## 740  2200         70       RL          66    8969   Pave  <NA>      Reg
## 741  2201         50       RL          63   15564   Pave  <NA>      Reg
## 742  2202         70       RL          54    7609   Pave  <NA>      Reg
## 743  2203         70       RL          NA    9650   Pave  <NA>      IR1
## 744  2204         50       RL          NA   11700   Pave  Grvl      IR1
## 745  2205         50       RL          NA    9260   Pave  Grvl      IR1
## 746  2206         20       RL          79    7801   Pave  <NA>      IR1
## 747  2207         70       RL         100    9670   Pave  <NA>      IR1
## 748  2208         50       RL          70   12392   Pave  <NA>      Reg
## 749  2209         20       RL          56   26073   Pave  <NA>      IR1
## 750  2210        160       RM          24    1879   Pave  <NA>      Reg
## 751  2211         30       RM          50    7000   Pave  <NA>      Reg
## 752  2212         50       RM          60    6000   Pave  <NA>      Reg
## 753  2213         50       RM          58    8155   Pave  <NA>      Reg
## 754  2214         80       RM          75    6000   Pave  <NA>      Reg
## 755  2215         30       RM          60    7392   Pave  <NA>      Reg
## 756  2216         50       RM          75    9000   Pave  <NA>      Reg
## 757  2217         20     <NA>          80   14584   Pave  <NA>      Reg
## 758  2218         70  C (all)          60    5280   Pave  <NA>      Reg
## 759  2219         50  C (all)          52    5150   Pave  <NA>      Reg
## 760  2220         70  C (all)          60    9000   Grvl  <NA>      Reg
## 761  2221        120       RM          44    3843   Pave  <NA>      IR1
## 762  2222        120       RM          44    3811   Pave  <NA>      IR1
## 763  2223         20       RL          NA   23730   Pave  <NA>      IR2
## 764  2224         60       RL          NA   11050   Pave  <NA>      Reg
## 765  2225         90       RL          76   10260   Pave  <NA>      Reg
## 766  2226         20       RL          74    9990   Pave  <NA>      Reg
## 767  2227        120       RL          42    4084   Pave  <NA>      IR1
## 768  2228         20       RL          74   11563   Pave  <NA>      IR1
## 769  2229         60       RL         107   12852   Pave  <NA>      IR1
## 770  2230         80       RL          73    9802   Pave  <NA>      Reg
## 771  2231         60       RL          81   12018   Pave  <NA>      IR1
## 772  2232         20       RL          75   12890   Pave  <NA>      IR1
## 773  2233         20       RL          93   18265   Pave  <NA>      Reg
## 774  2234         20       RL          82   11202   Pave  <NA>      IR1
## 775  2235         20       RL          NA    7915   Pave  <NA>      IR1
## 776  2236         20       RL          79   11449   Pave  <NA>      IR1
## 777  2237         20       RL          85   11447   Pave  <NA>      IR1
## 778  2238         90       RM          97    8940   Pave  <NA>      IR1
## 779  2239         20       RL          77    9278   Pave  <NA>      Reg
## 780  2240        120       RM          32    4500   Pave  <NA>      Reg
## 781  2241         85       RL         150   14137   Pave  <NA>      Reg
## 782  2242        120       RM          NA    4224   Pave  <NA>      Reg
## 783  2243        160       RM          41    2665   Pave  <NA>      Reg
## 784  2244        180       RM          21    1974   Pave  <NA>      Reg
## 785  2245        180       RM          21    1596   Pave  <NA>      Reg
## 786  2246         20       RL          NA   17979   Pave  <NA>      IR1
## 787  2247        160       RM          21    1477   Pave  <NA>      Reg
## 788  2248         20       RL          59    6490   Pave  <NA>      Reg
## 789  2249         20       RL          60    6600   Pave  <NA>      Reg
## 790  2250         20       RL          74   12395   Pave  <NA>      Reg
## 791  2251         70     <NA>          NA   56600   Pave  <NA>      IR1
## 792  2252         20       RL          85   10667   Pave  <NA>      Reg
## 793  2253         80       RL          56    8872   Pave  <NA>      IR1
## 794  2254         80       RL          NA   10147   Pave  <NA>      IR1
## 795  2255         60       RL          NA    8637   Pave  <NA>      IR1
## 796  2256         60       RL          63    7875   Pave  <NA>      Reg
## 797  2257         60       RL          60    7500   Pave  <NA>      Reg
## 798  2258         20       RL          NA    9556   Pave  <NA>      IR1
## 799  2259         60       RL          NA    7655   Pave  <NA>      IR1
## 800  2260         20       RL         160   18160   Grvl  <NA>      Reg
## 801  2261        120       RL          38    4740   Pave  <NA>      IR1
## 802  2262        120       RL          35    5118   Pave  <NA>      IR1
## 803  2263         60       RL          98   12328   Pave  <NA>      IR1
## 804  2264         20       RL          52   51974   Pave  <NA>      IR1
## 805  2265        190       RL         195   41600   Pave  <NA>      IR1
## 806  2266        120       RL          61    8035   Pave  <NA>      IR1
## 807  2267         20       RL          85   14082   Pave  <NA>      IR1
## 808  2268         20       RL          81   13870   Pave  <NA>      IR1
## 809  2269         20       RL          NA   10960   Pave  <NA>      IR1
## 810  2270         60       RL          78   12090   Pave  <NA>      Reg
## 811  2271         20       RL          93   12299   Pave  <NA>      Reg
## 812  2272         60       RL          61   11339   Pave  <NA>      IR1
## 813  2273         20       RL          79   11850   Pave  <NA>      Reg
## 814  2274         20       RL          80   10400   Pave  <NA>      Reg
## 815  2275         20       RL         128   13001   Pave  <NA>      IR1
## 816  2276         80       RL          64    8991   Pave  <NA>      IR1
## 817  2277         60       RL          80    8000   Pave  <NA>      Reg
## 818  2278         20       RL          63    9457   Pave  <NA>      Reg
## 819  2279         20       RL          66    7920   Pave  <NA>      Reg
## 820  2280         20       RL          NA   17199   Pave  <NA>      Reg
## 821  2281        120       RH          33    4113   Pave  <NA>      IR1
## 822  2282        120       RH          26   10943   Pave  <NA>      IR2
## 823  2283        160       RM          21    2205   Pave  <NA>      Reg
## 824  2284        160       RM          21    2058   Pave  <NA>      Reg
## 825  2285        120       RL          24    2304   Pave  <NA>      Reg
## 826  2286         20       RL          65    7150   Pave  <NA>      Reg
## 827  2287         20       RL          96   12469   Pave  <NA>      Reg
## 828  2288         20       RL          91   11825   Pave  <NA>      Reg
## 829  2289         20       RL         110   14333   Pave  <NA>      Reg
## 830  2290         60       RL         107   13641   Pave  <NA>      Reg
## 831  2291         60       RL         110   13440   Pave  <NA>      Reg
## 832  2292         20       RL         105   15431   Pave  <NA>      Reg
## 833  2293         20       RL         107   13891   Pave  <NA>      Reg
## 834  2294         60       RL         118   13654   Pave  <NA>      IR1
## 835  2295         20       RL          59   17169   Pave  <NA>      IR2
## 836  2296         60       RL         134   16659   Pave  <NA>      IR1
## 837  2297         60       RL          82    9709   Pave  <NA>      IR1
## 838  2298         20       RL          94   13615   Pave  <NA>      IR1
## 839  2299         60       RL          99   13069   Pave  <NA>      IR1
## 840  2300         60       RL         110   14277   Pave  <NA>      Reg
## 841  2301         60       RL          NA   12568   Pave  <NA>      Reg
## 842  2302         20       RL          70    9926   Pave  <NA>      IR1
## 843  2303         20       RL          71    9254   Pave  <NA>      IR1
## 844  2304         60       RL          92   10732   Pave  <NA>      IR1
## 845  2305        120       RL          34    3901   Pave  <NA>      Reg
## 846  2306        120       RL          34    3903   Pave  <NA>      Reg
## 847  2307        120       RL          41    6289   Pave  <NA>      IR1
## 848  2308        120       RL          34    4590   Pave  <NA>      Reg
## 849  2309        120       RL          48    7841   Pave  <NA>      IR1
## 850  2310        120       RL          48    6240   Pave  <NA>      Reg
## 851  2311        120       RL          48    3242   Pave  <NA>      Reg
## 852  2312         60       RL          59   15810   Pave  <NA>      IR1
## 853  2313         60       RL          65   10237   Pave  <NA>      Reg
## 854  2314         60       RL          58   13204   Pave  <NA>      IR1
## 855  2315         60       RL          62    8857   Pave  <NA>      IR1
## 856  2316         60       RL          63    9729   Pave  <NA>      IR1
## 857  2317         20       RL          88   12216   Pave  <NA>      IR1
## 858  2318         60       RL          72    8229   Pave  <NA>      IR1
## 859  2319         60       RL          64    7713   Pave  <NA>      Reg
## 860  2320         20       RL          64    7697   Pave  <NA>      Reg
## 861  2321        120       RL          NA    3621   Pave  <NA>      Reg
## 862  2322         20       RL          53    3710   Pave  <NA>      Reg
## 863  2323         80       RL          65   16219   Pave  <NA>      IR2
## 864  2324         80       RL          87   11084   Pave  <NA>      IR1
## 865  2325         20       RL          59   10936   Pave  <NA>      IR1
## 866  2326         80       RL          NA   11950   Pave  <NA>      IR1
## 867  2327         60       RL          63    7875   Pave  <NA>      Reg
## 868  2328         60       RL          NA    8740   Pave  <NA>      IR1
## 869  2329         60       RL          58    9487   Pave  <NA>      IR1
## 870  2330         60       RL          59    9649   Pave  <NA>      IR1
## 871  2331         60       RL         100   12191   Pave  <NA>      IR1
## 872  2332         60       RL          89   10557   Pave  <NA>      IR1
## 873  2333         60       RL          74   11002   Pave  <NA>      IR1
## 874  2334         60       RL          83   10790   Pave  <NA>      Reg
## 875  2335         60       RL          88   11762   Pave  <NA>      Reg
## 876  2336         60       RL          82    9044   Pave  <NA>      IR1
## 877  2337         20       RL          75    9910   Pave  <NA>      Reg
## 878  2338         20       RL          91   11830   Pave  <NA>      Reg
## 879  2339         20       RL          76   10612   Pave  <NA>      Reg
## 880  2340         20       RL          98   12291   Pave  <NA>      IR1
## 881  2341         20       RL          85    9965   Pave  <NA>      Reg
## 882  2342         20       RL          74    8847   Pave  <NA>      Reg
## 883  2343         20       RL          70    8251   Pave  <NA>      Reg
## 884  2344         60       RL          70    9605   Pave  <NA>      Reg
## 885  2345         60       RL          75    8778   Pave  <NA>      Reg
## 886  2346         20       FV          72    8640   Pave  <NA>      Reg
## 887  2347         20       FV          75    9000   Pave  <NA>      Reg
## 888  2348         60       FV          72    8640   Pave  <NA>      Reg
## 889  2349         60       FV          81   10411   Pave  <NA>      Reg
## 890  2350         60       FV         112   12217   Pave  <NA>      IR1
## 891  2351         20       FV          84   10440   Pave  <NA>      Reg
## 892  2352         20       FV         100   11824   Pave  <NA>      IR1
## 893  2353         60       FV          85   10625   Pave  <NA>      Reg
## 894  2354         20       RL          63    7500   Pave  <NA>      Reg
## 895  2355         20       RL          63    7500   Pave  <NA>      Reg
## 896  2356         20       RL          60   12450   Pave  <NA>      Reg
## 897  2357         20       RL          65    7441   Pave  <NA>      IR1
## 898  2358         60       RL          NA   11613   Pave  <NA>      IR2
## 899  2359        160       RL          50    8012   Pave  <NA>      Reg
## 900  2360         20       RL          64    6285   Pave  <NA>      Reg
## 901  2361         20       RL          84    7476   Pave  <NA>      Reg
## 902  2362         60       RL          NA   19522   Pave  <NA>      IR1
## 903  2363         20       RL          44   10751   Pave  <NA>      IR1
## 904  2364         20       RL          43   12712   Pave  <NA>      IR1
## 905  2365        120       FV          45    4379   Pave  <NA>      IR1
## 906  2366        120       FV          80    3523   Pave  Pave      IR1
## 907  2367        120       FV          32    3784   Pave  Pave      IR1
## 908  2368        120       FV          40    3606   Pave  Pave      Reg
## 909  2369        120       FV          30    5330   Pave  Pave      IR2
## 910  2370        160       FV          24    2280   Pave  Pave      Reg
## 911  2371        160       FV          24    2117   Pave  <NA>      Reg
## 912  2372         20       FV          73    7321   Pave  Pave      IR1
## 913  2373         60       FV          NA    8010   Pave  Pave      IR1
## 914  2374         60       FV         106    8413   Pave  <NA>      IR1
## 915  2375        120       RL          50    9466   Pave  <NA>      IR2
## 916  2376         20       RL          80   12000   Pave  <NA>      Reg
## 917  2377         20       RL          94   17778   Pave  <NA>      IR1
## 918  2378         20       RL          78   11700   Pave  <NA>      Reg
## 919  2379         60       RL          80    8000   Pave  <NA>      Reg
## 920  2380         85       RL          NA    8723   Pave  <NA>      IR1
## 921  2381         20       RL         130   11700   Pave  <NA>      Reg
## 922  2382         20       RL         108   11358   Pave  <NA>      IR1
## 923  2383         20       RL          80    9547   Pave  <NA>      Reg
## 924  2384         60       RL          78   10530   Pave  <NA>      Reg
## 925  2385         20       RL          88   10738   Pave  <NA>      IR1
## 926  2386         20       RL          80   10800   Pave  <NA>      Reg
## 927  2387         20       RL          70    8050   Pave  <NA>      Reg
## 928  2388         90       RL          NA   10899   Pave  <NA>      IR1
## 929  2389         20       RL          74    7450   Pave  <NA>      IR1
## 930  2390         20       RL          NA   14357   Pave  <NA>      IR1
## 931  2391         20       RL          76    8243   Pave  <NA>      IR1
## 932  2392         20       RL          70    8680   Pave  <NA>      Reg
## 933  2393         20       RL          80    8800   Pave  <NA>      Reg
## 934  2394         80       RL          80    9200   Pave  <NA>      Reg
## 935  2395         60       RL          80    8800   Pave  <NA>      Reg
## 936  2396         20       RL          NA   11382   Pave  <NA>      IR1
## 937  2397         20       RL          NA   22002   Pave  <NA>      Reg
## 938  2398         45       RL          85   12172   Pave  <NA>      Reg
## 939  2399         20       RL          50    5000   Pave  <NA>      Reg
## 940  2400         50       RL          51    3500   Pave  <NA>      Reg
## 941  2401         20       RL          50    5175   Pave  <NA>      Reg
## 942  2402         20       RL          80    9600   Pave  <NA>      Reg
## 943  2403         90       RL          63    8668   Pave  <NA>      Reg
## 944  2404         85       RL          NA   10050   Pave  <NA>      IR1
## 945  2405         80       RL         100    9600   Pave  <NA>      IR1
## 946  2406         20       RL          73    8760   Pave  <NA>      Reg
## 947  2407         20       RL          65    6860   Pave  <NA>      IR1
## 948  2408         20       RL          60    8250   Pave  <NA>      Reg
## 949  2409         20       RL          70    9100   Pave  <NA>      Reg
## 950  2410         20       RL          80    9736   Pave  <NA>      Reg
## 951  2411         20       RL          72    9770   Pave  <NA>      Reg
## 952  2412         20       RL          70   12198   Pave  <NA>      IR1
## 953  2413         20       RL          75   10050   Pave  <NA>      Reg
## 954  2414         20       RL          60   11556   Pave  <NA>      Reg
## 955  2415         90       RL          70    8078   Pave  <NA>      Reg
## 956  2416         20       RL          60   10950   Pave  <NA>      Reg
## 957  2417         20       RL          68    7942   Pave  <NA>      Reg
## 958  2418         20       RL          71    8540   Pave  <NA>      Reg
## 959  2419         50       RL          55    7150   Pave  <NA>      Reg
## 960  2420         20       RL          70    8400   Pave  <NA>      Reg
## 961  2421         20       RL          75    9532   Pave  <NA>      Reg
## 962  2422         20       RL          NA   15783   Pave  <NA>      Reg
## 963  2423         50       RL          60   14190   Pave  <NA>      Reg
## 964  2424         50       RL          NA   12099   Pave  <NA>      IR1
## 965  2425         70       RL         113   21281   Pave  <NA>      Reg
## 966  2426         50       RL          60   10284   Pave  <NA>      Reg
## 967  2427         70       RL          60   10800   Pave  Grvl      Reg
## 968  2428         80       RL          93   10090   Pave  <NA>      IR1
## 969  2429         20       RL          75    8700   Pave  <NA>      IR1
## 970  2430         20       RL          66    8300   Pave  <NA>      IR1
## 971  2431         20       RL          60    7200   Pave  <NA>      Reg
## 972  2432         20       RL          NA    7500   Pave  <NA>      Reg
## 973  2433         20       RL          70    7315   Pave  <NA>      Reg
## 974  2434         20       RL          70    7903   Pave  <NA>      Reg
## 975  2435         20       RL          80    8000   Pave  <NA>      Reg
## 976  2436         20       RL          70    7000   Pave  <NA>      Reg
## 977  2437         20       RL          60    6600   Pave  <NA>      Reg
## 978  2438         85       RL          66    6760   Pave  <NA>      Reg
## 979  2439         30       RM          60    6978   Pave  <NA>      Reg
## 980  2440         50       RM          50    6000   Pave  Grvl      Reg
## 981  2441         30       RM          56    4480   Pave  <NA>      Reg
## 982  2442         30       RM          56    3153   Pave  Grvl      Reg
## 983  2443         30       RM          60    7200   Pave  <NA>      Reg
## 984  2444         50       RM         120    9000   Pave  <NA>      Reg
## 985  2445         50       RM          50    5925   Pave  <NA>      Reg
## 986  2446         70       RM          57    9639   Pave  <NA>      Reg
## 987  2447         70       RM          NA   10337   Pave  Pave      IR1
## 988  2448         70       RM          53    9863   Pave  Pave      Reg
## 989  2449         70       RM          35    4571   Pave  Grvl      Reg
## 990  2450         50       RM          56    8398   Pave  Grvl      Reg
## 991  2451         70       RM          60    3600   Pave  Grvl      Reg
## 992  2452         75       RM          75   13500   Pave  Grvl      Reg
## 993  2453         20       RM          52    8626   Pave  <NA>      Reg
## 994  2454         80       RM          76   11800   Pave  <NA>      Reg
## 995  2455         40       RL          55    6854   Pave  <NA>      Reg
## 996  2456         50       RM          55    8674   Pave  <NA>      Reg
## 997  2457         50       RM          50    6125   Pave  <NA>      Reg
## 998  2458         70       RM          50    6000   Pave  <NA>      Reg
## 999  2459         45       RM          51    6120   Pave  <NA>      Reg
## 1000 2460         50       RM          NA    6240   Pave  <NA>      Reg
## 1001 2461         50       RM          52    6240   Pave  <NA>      Reg
## 1002 2462         50       RM          52    6240   Pave  <NA>      Reg
## 1003 2463         50       RM          51    6120   Pave  <NA>      Reg
## 1004 2464         70       RM          47    7755   Pave  <NA>      Reg
## 1005 2465         50       RL          60    8850   Pave  Pave      Reg
## 1006 2466         50       RL          60    8550   Pave  <NA>      Reg
## 1007 2467         70       RM          NA    5700   Pave  <NA>      IR1
## 1008 2468         45       RM          40    5680   Pave  Grvl      Reg
## 1009 2469         50       RM          40    5680   Pave  Grvl      Reg
## 1010 2470         80       RM         120   13200   Pave  <NA>      Reg
## 1011 2471         60       RM          60    9780   Pave  Grvl      Reg
## 1012 2472         50       RM          60   10320   Pave  Grvl      Reg
## 1013 2473        190       RM          52    4330   Pave  Grvl      Reg
## 1014 2474         50       RM          60   10320   Pave  Grvl      Reg
## 1015 2475         70       RL         107   12888   Pave  <NA>      Reg
## 1016 2476        190       RL          59    4484   Pave  <NA>      IR1
## 1017 2477        190       RL          75   11235   Pave  <NA>      Reg
## 1018 2478         85       RL          75   11235   Pave  <NA>      Reg
## 1019 2479         20       RL          62   14299   Pave  <NA>      Reg
## 1020 2480         80       RL          65   14149   Pave  <NA>      IR1
## 1021 2481         20       RL          NA   11677   Pave  <NA>      IR1
## 1022 2482        190       RL          70    8425   Pave  <NA>      Reg
## 1023 2483         20       RL          86    8665   Pave  <NA>      IR1
## 1024 2484         20       RL          NA    8398   Pave  <NA>      IR1
## 1025 2485         20       RL          NA    8169   Pave  <NA>      Reg
## 1026 2486         20       RL          81   14175   Pave  <NA>      Reg
## 1027 2487         60       RL          99   16779   Pave  <NA>      Reg
## 1028 2488         50       RL          70    6960   Pave  <NA>      Reg
## 1029 2489         20       RL          91   11375   Pave  <NA>      Reg
## 1030 2490         20       RL          85   13770   Pave  <NA>      Reg
## 1031 2491         20       RL          NA    9000   Pave  <NA>      Reg
## 1032 2492         20       RL          NA   11075   Pave  <NA>      Reg
## 1033 2493         20       RL          NA   17541   Pave  <NA>      IR1
## 1034 2494         20       RL          NA   22692   Pave  <NA>      IR1
## 1035 2495         20       RL          84   17808   Pave  <NA>      Reg
## 1036 2496         20       RL         102   12671   Pave  <NA>      IR1
## 1037 2497         50       RL          70   10512   Pave  <NA>      Reg
## 1038 2498         20       RL          60    5400   Pave  <NA>      Reg
## 1039 2499         30       RL          NA   11515   Pave  <NA>      IR1
## 1040 2500        120       RL          39    3869   Pave  <NA>      Reg
## 1041 2501         20       RL          58    9280   Pave  <NA>      Reg
## 1042 2502         50       RL          60   11100   Pave  <NA>      Reg
## 1043 2503         50       RL          50    7550   Pave  <NA>      Reg
## 1044 2504         50       RL         104   23920   Pave  <NA>      Reg
## 1045 2505         60       RL          75    9317   Pave  <NA>      Reg
## 1046 2506         20       RL          71    9178   Pave  <NA>      Reg
## 1047 2507         20       RL          93   10481   Pave  <NA>      IR1
## 1048 2508         20       RL          66   10235   Pave  <NA>      IR1
## 1049 2509         20       RL          75   11750   Pave  <NA>      IR1
## 1050 2510         20       RL          73    8760   Pave  <NA>      Reg
## 1051 2511         20       RL          64    7242   Pave  <NA>      Reg
## 1052 2512         60       RL          78    9316   Pave  <NA>      Reg
## 1053 2513         60       RL          NA    8883   Pave  <NA>      IR1
## 1054 2514         20       RL         155   20064   Pave  <NA>      IR1
## 1055 2515         20       RL          NA   14217   Pave  <NA>      IR2
## 1056 2516         60       RL          57   10021   Pave  <NA>      IR1
## 1057 2517         20       RL          60    8428   Pave  <NA>      IR2
## 1058 2518         20       RL          70   16561   Pave  <NA>      IR2
## 1059 2519         60       RL          47   10820   Pave  <NA>      IR2
## 1060 2520         60       RL          43   12352   Pave  <NA>      IR2
## 1061 2521         60       RL          68    9543   Pave  <NA>      IR1
## 1062 2522         60       RL          NA    8826   Pave  <NA>      Reg
## 1063 2523         20       RL          97   11800   Pave  <NA>      IR1
## 1064 2524         80       RL          59    8660   Pave  <NA>      IR1
## 1065 2525         80       RL          72    9720   Pave  <NA>      Reg
## 1066 2526         20       RL          45    8982   Pave  <NA>      IR1
## 1067 2527         20       RL          39   16300   Pave  <NA>      IR1
## 1068 2528         20       RL          75    9675   Pave  <NA>      Reg
## 1069 2529         20       RL          60    7200   Pave  <NA>      Reg
## 1070 2530         20       RL          60    7200   Pave  <NA>      Reg
## 1071 2531         20       RL          NA   11354   Pave  <NA>      Reg
## 1072 2532         60       RL          70    8749   Pave  <NA>      Reg
## 1073 2533         60       RL          65    8158   Pave  <NA>      Reg
## 1074 2534         20       RL          73   11927   Pave  <NA>      Reg
## 1075 2535         60       RL          NA   12728   Pave  <NA>      Reg
## 1076 2536         60       RL          NA   15295   Pave  <NA>      IR3
## 1077 2537         20       RL          73   17227   Pave  <NA>      IR2
## 1078 2538         60       RL          70    8145   Pave  <NA>      IR1
## 1079 2539         20       RL          65    8769   Pave  <NA>      Reg
## 1080 2540         20       RL          64    8334   Pave  <NA>      Reg
## 1081 2541         60       RL          64    8333   Pave  <NA>      Reg
## 1082 2542         60       RL          64    9045   Pave  <NA>      IR1
## 1083 2543         85       RL          75    9825   Pave  <NA>      Reg
## 1084 2544         20       RL          67    8308   Pave  <NA>      Reg
## 1085 2545         50       RL          74   16287   Pave  <NA>      Reg
## 1086 2546         20       RL          80    8240   Pave  <NA>      Reg
## 1087 2547         80       RL          65    6285   Pave  <NA>      Reg
## 1088 2548         90       RL          NA    9555   Pave  <NA>      IR1
## 1089 2549         60       RL          60    7023   Pave  <NA>      Reg
## 1090 2550         20       RL         128   39290   Pave  <NA>      IR1
## 1091 2551        180       RM          35    3675   Pave  <NA>      Reg
## 1092 2552         20       RL          64    6400   Pave  <NA>      Reg
## 1093 2553         90       RL          74    6882   Pave  <NA>      Reg
## 1094 2554         90       RL          52    8741   Pave  <NA>      Reg
## 1095 2555         40       RL          62   10042   Pave  <NA>      Reg
## 1096 2556         20       RL          60    8172   Pave  <NA>      Reg
## 1097 2557         20       RL          60    8172   Pave  <NA>      Reg
## 1098 2558         90       RL          60   10890   Pave  <NA>      Reg
## 1099 2559         30       RL          54    7223   Pave  <NA>      Reg
## 1100 2560         50       RL          51    6821   Pave  <NA>      Reg
## 1101 2561         70       RL          63    4000   Pave  <NA>      Reg
## 1102 2562         70       RL          53    6720   Pave  <NA>      Reg
## 1103 2563         70       RL          53    7155   Pave  <NA>      Reg
## 1104 2564         70       RL          60    7230   Pave  <NA>      Reg
## 1105 2565         20       RL         126   13108   Pave  <NA>      IR2
## 1106 2566         50       RL         110    7810   Pave  <NA>      IR1
## 1107 2567        190       RL          79    6221   Pave  <NA>      IR1
## 1108 2568         20       RL          NA   25485   Pave  <NA>      IR1
## 1109 2569         20       RL          NA   21579   Pave  <NA>      IR1
## 1110 2570        160       RM          24    1782   Pave  <NA>      Reg
## 1111 2571         20       RL          NA   17871   Pave  <NA>      IR2
## 1112 2572        120       RM          35    3907   Pave  <NA>      IR1
## 1113 2573         20       RL          NA   20693   Pave  <NA>      IR1
## 1114 2574         20       RL          70   18044   Pave  <NA>      IR1
## 1115 2575         50       RM          50    7000   Pave  <NA>      Reg
## 1116 2576         50       RM          50    7288   Pave  <NA>      Reg
## 1117 2577         70       RM          50    9060   Pave  <NA>      Reg
## 1118 2578         30       RM          46    3672   Pave  <NA>      Reg
## 1119 2579         50       RM          64   11067   Pave  <NA>      Reg
## 1120 2580        190  C (all)          75    8250   Pave  <NA>      Reg
## 1121 2581         20  C (all)          65    6565   Pave  <NA>      Reg
## 1122 2582         30  C (all)          60    6060   Pave  <NA>      Reg
## 1123 2583        120       RM          59    5568   Pave  <NA>      IR1
## 1124 2584         85       RL          NA   12150   Pave  <NA>      IR1
## 1125 2585         20       RL          80   10000   Pave  <NA>      Reg
## 1126 2586         20       RL          44   12864   Pave  <NA>      IR1
## 1127 2587         20       RL          NA    9928   Pave  <NA>      IR1
## 1128 2588         80       RL          NA    8750   Pave  <NA>      IR1
## 1129 2589         85       RL          82    8410   Pave  <NA>      IR1
## 1130 2590        120       RL          46    4054   Pave  <NA>      IR1
## 1131 2591         20       RL         149   19958   Pave  <NA>      Reg
## 1132 2592         20       RL          67    8368   Pave  <NA>      IR1
## 1133 2593         20       RL          68    8298   Pave  <NA>      IR1
## 1134 2594         20       RL          42   10331   Pave  <NA>      Reg
## 1135 2595         20       RL          NA    6718   Pave  <NA>      IR1
## 1136 2596         20       RL          80   11305   Pave  <NA>      Reg
## 1137 2597         20       RL          NA    7777   Pave  <NA>      IR1
## 1138 2598         60       RL          NA   11800   Pave  <NA>      IR1
## 1139 2599         20       RL          85   12633   Pave  <NA>      IR1
## 1140 2600         20       RL         200   43500   Pave  <NA>      Reg
## 1141 2601        120       RM          62    6710   Pave  <NA>      IR1
## 1142 2602        160       RM          21    1504   Pave  <NA>      Reg
## 1143 2603        180       RM          NA    1533   Pave  <NA>      Reg
## 1144 2604        160       RM          21    1495   Pave  <NA>      Reg
## 1145 2605        160       RM          21    1890   Pave  <NA>      Reg
## 1146 2606         85       RL          72    9129   Pave  <NA>      Reg
## 1147 2607         80       RL          NA   15957   Pave  <NA>      IR1
## 1148 2608         20       RL          61   33983   Pave  <NA>      IR1
## 1149 2609         60       RL          68    8286   Pave  <NA>      IR1
## 1150 2610         85       RL          50    6723   Pave  <NA>      Reg
## 1151 2611         20       RL         124   27697   Pave  <NA>      Reg
## 1152 2612         20       RL          NA   11000   Pave  <NA>      IR2
## 1153 2613         20       RL          65   11625   Pave  <NA>      IR1
## 1154 2614         20       RL          62   10447   Pave  <NA>      Reg
## 1155 2615         20       RL          NA   11027   Pave  <NA>      IR1
## 1156 2616         20       RL          85   10533   Pave  <NA>      IR1
## 1157 2617         20       RL          NA   11765   Pave  <NA>      IR1
## 1158 2618         20       RL          NA   39384   Pave  <NA>      IR1
## 1159 2619         20       RL          90   11727   Pave  <NA>      Reg
## 1160 2620         60       RL          60    8238   Pave  <NA>      IR1
## 1161 2621         60       RL          NA   13041   Pave  <NA>      IR2
## 1162 2622         60       RL          54    9783   Pave  <NA>      IR1
## 1163 2623         60       RL          50   13128   Pave  <NA>      IR1
## 1164 2624         60       RL          42   13751   Pave  <NA>      IR1
## 1165 2625        160       RL          68   13108   Pave  <NA>      IR1
## 1166 2626         20       RL          NA    8076   Pave  <NA>      IR1
## 1167 2627        120       RL          30    3701   Pave  <NA>      IR1
## 1168 2628         60       RL          59   16023   Pave  <NA>      IR1
## 1169 2629         60       RL          60   18062   Pave  <NA>      IR1
## 1170 2630         60       RL          63   12292   Pave  <NA>      IR1
## 1171 2631         60       RL          82   16052   Pave  <NA>      IR1
## 1172 2632         60       RL          92   15922   Pave  <NA>      IR1
## 1173 2633        120       RL          60    8147   Pave  <NA>      Reg
## 1174 2634         20       RL          90   18261   Pave  <NA>      IR1
## 1175 2635         85       RL          NA   10464   Pave  <NA>      IR1
## 1176 2636         60       RL          81   10530   Pave  <NA>      Reg
## 1177 2637         85       RL          NA    9927   Pave  <NA>      IR1
## 1178 2638         60       FV          75    9512   Pave  <NA>      IR1
## 1179 2639         80       RL          81   10530   Pave  <NA>      Reg
## 1180 2640         20       RL          80   10000   Pave  <NA>      Reg
## 1181 2641         20       RL          60    7200   Pave  <NA>      Reg
## 1182 2642        120       RH          26    8773   Pave  <NA>      IR2
## 1183 2643        160       RM          24    2760   Pave  <NA>      Reg
## 1184 2644        160       RM          24    2160   Pave  <NA>      Reg
## 1185 2645        160       RM          21    1890   Pave  <NA>      Reg
## 1186 2646        160       RM          21    1680   Pave  <NA>      Reg
## 1187 2647        160       RM          21    1680   Pave  <NA>      Reg
## 1188 2648        120       RL          53    4043   Pave  <NA>      Reg
## 1189 2649         20       RL          65    7514   Pave  <NA>      Reg
## 1190 2650        120       RL          24    2280   Pave  <NA>      Reg
## 1191 2651        160       RL          24    2179   Pave  <NA>      Reg
## 1192 2652         60       RL          72   16387   Pave  <NA>      IR1
## 1193 2653         20       RL         110   16163   Pave  <NA>      Reg
## 1194 2654         20       RL         108   12228   Pave  <NA>      Reg
## 1195 2655         20       RL         120   14780   Pave  <NA>      IR1
## 1196 2656         60       RL         120   13975   Pave  <NA>      IR1
## 1197 2657         60       RL          82    9942   Pave  <NA>      IR1
## 1198 2658         60       RL         103   12867   Pave  <NA>      IR1
## 1199 2659         60       RL          82   10672   Pave  <NA>      IR1
## 1200 2660         60       RL          82   11643   Pave  <NA>      IR1
## 1201 2661         20       RL         121   13758   Pave  <NA>      IR1
## 1202 2662         20       RL         131   14828   Pave  <NA>      IR1
## 1203 2663         60       RL          NA   13215   Pave  <NA>      IR1
## 1204 2664        120       RL          48    5911   Pave  <NA>      Reg
##      LandContour Utilities LotConfig LandSlope Neighborhood Condition1
## 1            Lvl    AllPub    Inside       Gtl        NAmes      Feedr
## 2            Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 3            Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 4            Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 5            HLS    AllPub    Inside       Gtl      StoneBr       Norm
## 6            Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 7            Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 8            Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 9            Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 10           Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 11           Lvl    AllPub       FR2       Gtl        NAmes       Norm
## 12           Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 13           Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 14           Lvl    AllPub       FR2       Gtl      NPkVill       Norm
## 15           Lvl    AllPub       FR2       Gtl      NPkVill       Norm
## 16           Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 17           Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 18           Lvl    AllPub    Inside       Gtl      NridgHt       PosN
## 19           Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 20           HLS    AllPub    Inside       Mod      NridgHt       Norm
## 21           Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 22           Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 23           Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 24           Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 25           Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 26           Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 27           Lvl    AllPub   CulDSac       Gtl      NoRidge       Norm
## 28           Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 29           Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 30           Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 31           Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 32           Lvl    AllPub    Corner       Gtl      SawyerW      Feedr
## 33           Lvl    AllPub   CulDSac       Gtl       Sawyer       RRNe
## 34           Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 35           Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 36           Lvl    AllPub   CulDSac       Gtl      Somerst       Norm
## 37           Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 38           Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 39           Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 40           Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 41           Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 42           Lvl    AllPub       FR2       Gtl      Somerst       Norm
## 43           Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 44           Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 45           Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 46           Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 47           Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 48           Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 49           Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 50           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 51           Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 52           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 53           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 54           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 55           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 56           Lvl    AllPub    Corner       Gtl        NAmes     Artery
## 57           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 58           Lvl    AllPub    Corner       Gtl        NAmes      Feedr
## 59           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 60           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 61           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 62           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 63           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 64           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 65           Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 66           Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 67           Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 68           Lvl    AllPub    Inside       Gtl        NAmes     Artery
## 69           Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 70           Lvl    AllPub    Inside       Mod        NAmes       Norm
## 71           Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 72           Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 73           Bnk    AllPub    Inside       Mod      OldTown       Norm
## 74           Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 75           Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 76           Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 77           Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 78           Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 79           Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 80           Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 81           Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 82           Lvl    AllPub    Corner       Gtl      BrkSide      Feedr
## 83           Bnk    AllPub    Corner       Gtl      BrkSide       Norm
## 84           Lvl    AllPub    Inside       Gtl      BrkSide      Feedr
## 85           Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 86           Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 87           Lvl    AllPub    Corner       Gtl      BrkSide      Feedr
## 88           Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 89           Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 90           Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 91           Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 92           Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 93           Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 94           Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 95           Lvl    AllPub    Inside       Gtl      ClearCr      Feedr
## 96           Lvl    AllPub    Inside       Gtl      ClearCr       Norm
## 97           Lvl    AllPub    Inside       Gtl        SWISU       Norm
## 98           Bnk    AllPub    Inside       Mod        SWISU       Norm
## 99           Lvl    AllPub    Inside       Gtl        SWISU       Norm
## 100          Lvl    AllPub    Corner       Gtl        SWISU     Artery
## 101          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 102          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 103          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 104          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 105          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 106          Low    AllPub    Inside       Mod      ClearCr       Norm
## 107          Lvl    AllPub    Corner       Gtl       Sawyer      Feedr
## 108          Low    AllPub   CulDSac       Mod      ClearCr       Norm
## 109          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 110          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 111          Bnk    AllPub    Inside       Gtl      Edwards       Norm
## 112          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 113          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 114          Lvl    AllPub   CulDSac       Gtl      Edwards       Norm
## 115          Low    AllPub    Inside       Mod      SawyerW       Norm
## 116          Lvl    AllPub   CulDSac       Gtl      SawyerW       Norm
## 117          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 118          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 119          Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 120          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 121          Lvl    AllPub       FR2       Gtl      CollgCr       Norm
## 122          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 123          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 124          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 125          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 126          Lvl    AllPub    Inside       Mod      Edwards      Feedr
## 127          Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 128          Low    AllPub   CulDSac       Gtl      Edwards       Norm
## 129          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 130          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 131          HLS    AllPub    Inside       Gtl      Edwards       Norm
## 132          Bnk    AllPub    Inside       Gtl        SWISU     Artery
## 133          Lvl    AllPub    Corner       Gtl        SWISU       Norm
## 134          Lvl    AllPub    Inside       Gtl        SWISU       Norm
## 135          Lvl    AllPub    Inside       Gtl        SWISU      Feedr
## 136          Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 137          Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 138          Lvl    AllPub       FR2       Gtl      Crawfor       Norm
## 139          HLS    AllPub    Inside       Mod      Blueste       Norm
## 140          HLS    AllPub    Inside       Mod      Blueste       Norm
## 141          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 142          HLS    AllPub    Inside       Gtl       IDOTRR       Norm
## 143          Lvl    AllPub    Corner       Gtl       IDOTRR       Norm
## 144          HLS    AllPub    Corner       Mod      Crawfor     Artery
## 145          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 146          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 147          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 148          Lvl    AllPub    Corner       Gtl       Timber       Norm
## 149          Lvl    AllPub    Inside       Gtl       Timber       Norm
## 150          Lvl    AllPub    Inside       Gtl       Timber       Norm
## 151          Bnk    AllPub    Inside       Gtl      Mitchel       Norm
## 152          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 153          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 154          Low    AllPub    Inside       Mod      MeadowV       Norm
## 155          Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 156          Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 157          Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 158          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 159          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 160          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 161          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 162          Lvl    AllPub    Inside       Mod      Mitchel       Norm
## 163          Lvl    AllPub    Inside       Mod      Mitchel       Norm
## 164          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 165          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 166          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 167          Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 168          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 169          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 170          Lvl    AllPub   CulDSac       Gtl      StoneBr       Norm
## 171          Lvl    AllPub    Corner       Gtl      StoneBr       Norm
## 172          Lvl    AllPub    Corner       Gtl      StoneBr       Norm
## 173          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 174          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 175          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 176          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 177          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 178          Lvl    AllPub    Inside       Gtl       NWAmes       RRNn
## 179          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 180          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 181          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 182          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 183          Lvl    AllPub    Inside       Gtl      Somerst       RRNn
## 184          Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 185          Lvl    AllPub   CulDSac       Gtl       NWAmes       PosN
## 186          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 187          Lvl    AllPub    Corner       Gtl       NWAmes       Norm
## 188          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 189          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 190          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 191          Lvl    AllPub       FR2       Gtl        NAmes       Norm
## 192          Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 193          Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 194          Lvl    AllPub       FR2       Gtl      NPkVill       Norm
## 195          Lvl    AllPub       FR2       Gtl      NPkVill       Norm
## 196          Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 197          Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 198          Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 199          Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 200          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 201          Lvl    AllPub    Inside       Gtl      NridgHt       PosN
## 202          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 203          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 204          Lvl    AllPub    Inside       Gtl      NridgHt       PosA
## 205          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 206          Lvl    AllPub       FR3       Gtl      NridgHt       Norm
## 207          Lvl    AllPub   CulDSac       Gtl      NridgHt       Norm
## 208          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 209          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 210          Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 211          Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 212          Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 213          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 214          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 215          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 216          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 217          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 218          HLS    AllPub    Inside       Mod      NridgHt       Norm
## 219          Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 220          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 221          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 222          Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 223          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 224          Lvl    AllPub    Inside       Gtl      Gilbert       RRAn
## 225          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 226          Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 227          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 228          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 229          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 230          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 231          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 232          Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 233          Lvl    AllPub    Inside       Gtl      Gilbert       RRAn
## 234          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 235          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 236          Lvl    AllPub   CulDSac       Gtl      Gilbert       RRNn
## 237          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 238          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 239          Lvl    AllPub   CulDSac       Gtl      NoRidge       Norm
## 240          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 241          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 242          Lvl    AllPub    Inside       Gtl      Somerst       PosN
## 243          Lvl    AllPub    Inside       Gtl      Somerst       PosN
## 244          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 245          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 246          Lvl    AllPub    Corner       Gtl      Somerst       PosN
## 247          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 248          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 249          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 250          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 251          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 252          Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 253          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 254          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 255          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 256          Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 257          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 258          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 259          Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 260          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 261          Lvl    AllPub    Inside       Gtl      SawyerW       RRAe
## 262          Lvl    AllPub    Inside       Gtl      SawyerW       RRAe
## 263          Lvl    AllPub    Inside       Gtl      SawyerW       RRAe
## 264          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 265          Lvl    AllPub   CulDSac       Gtl      SawyerW       Norm
## 266          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 267          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 268          Lvl    AllPub    Inside       Gtl      SawyerW       RRAe
## 269          Lvl    AllPub   CulDSac       Gtl      SawyerW       Norm
## 270          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 271          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 272          Lvl    AllPub    Corner       Gtl       Sawyer      Feedr
## 273          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 274          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 275          Lvl    AllPub    Inside       Gtl       Sawyer       RRAe
## 276          Lvl    AllPub    Inside       Gtl       Sawyer      Feedr
## 277          Low    AllPub    Inside       Gtl      Veenker       Norm
## 278          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 279          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 280          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 281          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 282          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 283          Lvl    AllPub       FR2       Gtl      Somerst       Norm
## 284          Lvl    AllPub    Inside       Gtl      Veenker       Norm
## 285          Lvl    AllPub    Inside       Gtl      Veenker       Norm
## 286          Low    AllPub       FR2       Mod      Veenker      Feedr
## 287          Lvl    AllPub   CulDSac       Gtl       NWAmes       PosN
## 288          Lvl    AllPub    Inside       Gtl       NWAmes       PosA
## 289          Lvl    AllPub    Inside       Gtl       NWAmes      Feedr
## 290          Lvl    AllPub    Inside       Gtl       NWAmes      Feedr
## 291          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 292          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 293          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 294          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 295          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 296          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 297          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 298          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 299          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 300          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 301          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 302          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 303          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 304          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 305          Lvl    AllPub    Inside       Gtl        NAmes      Feedr
## 306          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 307          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 308          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 309          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 310          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 311          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 312          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 313          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 314          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 315          Lvl    AllPub   CulDSac       Gtl        NAmes       Norm
## 316          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 317          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 318          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 319          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 320          Lvl    AllPub    Corner       Gtl        NAmes     Artery
## 321          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 322          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 323          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 324          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 325          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 326          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 327          Lvl    AllPub    Corner       Gtl      OldTown     Artery
## 328          Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 329          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 330          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 331          Lvl    AllPub    Corner       Gtl        NAmes     Artery
## 332          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 333          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 334          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 335          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 336          HLS    AllPub    Inside       Mod        NAmes       Norm
## 337          Lvl    AllPub    Inside       Gtl        NAmes     Artery
## 338          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 339          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 340          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 341          Lvl    AllPub    Inside       Gtl        NAmes     Artery
## 342          Lvl    AllPub    Corner       Gtl        NAmes     Artery
## 343          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 344          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 345          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 346          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 347          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 348          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 349          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 350          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 351          Lvl    AllPub    Corner       Gtl      OldTown     Artery
## 352          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 353          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 354          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 355          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 356          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 357          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 358          Lvl    AllPub    Corner       Gtl      OldTown     Artery
## 359          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 360          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 361          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 362          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 363          Lvl    AllPub    Corner       Gtl       IDOTRR       Norm
## 364          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 365          Lvl    AllPub    Inside       Gtl      BrkSide       RRAn
## 366          Lvl    AllPub    Corner       Gtl      BrkSide       Norm
## 367          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 368          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 369          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 370          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 371          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 372          Bnk    AllPub    Inside       Gtl      OldTown       Norm
## 373          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 374          Bnk    AllPub    Corner       Mod      OldTown      Feedr
## 375          Bnk    AllPub    Corner       Gtl      OldTown      Feedr
## 376          Lvl    AllPub    Corner       Gtl       IDOTRR       Norm
## 377          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 378          Bnk    AllPub    Inside       Gtl       IDOTRR     Artery
## 379          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 380          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 381          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 382          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 383          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 384          Lvl    AllPub   CulDSac       Gtl       Sawyer       Norm
## 385          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 386          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 387          Lvl    AllPub    Inside       Gtl      ClearCr       Norm
## 388          Lvl    AllPub    Corner       Gtl       Sawyer       Norm
## 389          Lvl    AllPub   CulDSac       Gtl      Edwards       Norm
## 390          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 391          Bnk    AllPub    Inside       Gtl      Edwards       Norm
## 392          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 393          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 394          Lvl    AllPub    Inside       Gtl      SawyerW      Feedr
## 395          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 396          Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 397          Bnk    AllPub       FR2       Gtl      SawyerW      Feedr
## 398          Lvl    AllPub    Inside       Gtl      SawyerW      Feedr
## 399          Bnk    AllPub    Inside       Gtl      SawyerW       Norm
## 400          Lvl    AllPub    Inside       Gtl      SawyerW      Feedr
## 401          Bnk    AllPub    Inside       Gtl      SawyerW       Norm
## 402          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 403          Lvl    AllPub    Inside       Gtl      SawyerW      Feedr
## 404          Lvl    AllPub    Inside       Gtl      SawyerW      Feedr
## 405          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 406          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 407          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 408          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 409          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 410          Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 411          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 412          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 413          HLS    AllPub   CulDSac       Mod      ClearCr       Norm
## 414          Low    AllPub    Inside       Mod      CollgCr       Norm
## 415          Low    AllPub    Inside       Gtl      CollgCr       PosN
## 416          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 417          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 418          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 419          Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 420          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 421          Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 422          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 423          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 424          Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 425          Lvl    AllPub       FR3       Gtl      CollgCr      Feedr
## 426          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 427          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 428          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 429          Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 430          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 431          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 432          HLS    AllPub    Inside       Mod      Edwards       Norm
## 433          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 434          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 435          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 436          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 437          Lvl    AllPub    Corner       Gtl        SWISU       Norm
## 438          Bnk    AllPub    Inside       Gtl        SWISU      Feedr
## 439          Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 440          Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 441          HLS    AllPub    Inside       Mod      Crawfor       Norm
## 442          HLS    AllPub    Inside       Gtl      Crawfor       Norm
## 443          HLS    AllPub    Corner       Gtl      Crawfor       Norm
## 444          Lvl    AllPub    Inside       Gtl      Crawfor      Feedr
## 445          Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 446          Bnk    AllPub    Inside       Gtl      Crawfor       Norm
## 447          Bnk    AllPub    Corner       Mod      Crawfor       PosA
## 448          Lvl    AllPub    Inside       Gtl      Blueste       Norm
## 449          Lvl    AllPub    Inside       Gtl      Blueste       Norm
## 450          Lvl    AllPub    Inside       Gtl      Blueste       Norm
## 451          Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 452          Bnk    AllPub    Inside       Gtl      Crawfor       Norm
## 453          Bnk    AllPub    Inside       Gtl       IDOTRR       Norm
## 454          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 455          HLS    AllPub    Inside       Mod      Crawfor       Norm
## 456          Lvl      <NA>    Inside       Gtl       IDOTRR       Norm
## 457          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 458          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 459          Bnk    AllPub    Inside       Gtl      Mitchel       Norm
## 460          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 461          HLS    AllPub    Corner       Gtl       Timber       Norm
## 462          HLS    AllPub    Corner       Gtl       Timber       Norm
## 463          Lvl    AllPub   CulDSac       Gtl       Timber       Norm
## 464          Lvl    AllPub    Corner       Gtl       Timber       Norm
## 465          Lvl    AllPub    Corner       Gtl       Timber       Norm
## 466          HLS    AllPub    Inside       Gtl       Timber       Norm
## 467          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 468          Lvl    AllPub    Inside       Mod      Mitchel       Norm
## 469          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 470          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 471          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 472          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 473          Lvl    AllPub    Inside       Mod      Mitchel       Norm
## 474          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 475          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 476          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 477          Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 478          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 479          Lvl    AllPub    Corner       Gtl      StoneBr       Norm
## 480          HLS    AllPub    Inside       Gtl      StoneBr       Norm
## 481          Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 482          Lvl    AllPub       FR3       Gtl      Gilbert       Norm
## 483          HLS    AllPub    Inside       Mod      StoneBr       Norm
## 484          HLS    AllPub    Corner       Gtl      StoneBr       Norm
## 485          HLS    AllPub   CulDSac       Gtl      StoneBr       Norm
## 486          Bnk      <NA>       FR2       Gtl      Gilbert      Feedr
## 487          HLS    AllPub    Inside       Gtl      StoneBr       PosN
## 488          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 489          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 490          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 491          Lvl    AllPub   CulDSac       Gtl       NWAmes       Norm
## 492          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 493          Lvl    AllPub    Corner       Gtl       NWAmes       Norm
## 494          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 495          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 496          Lvl    AllPub    Corner       Gtl       NWAmes       Norm
## 497          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 498          Lvl    AllPub       FR3       Gtl       NWAmes       Norm
## 499          Lvl    AllPub       FR2       Gtl        NAmes       Norm
## 500          Lvl    AllPub       FR2       Gtl        NAmes       Norm
## 501          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 502          Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 503          Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 504          Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 505          Lvl    AllPub       FR2       Gtl      NPkVill       Norm
## 506          Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 507          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 508          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 509          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 510          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 511          Lvl    AllPub    Inside       Gtl      NridgHt       PosN
## 512          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 513          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 514          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 515          HLS    AllPub    Inside       Mod      NridgHt       Norm
## 516          Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 517          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 518          Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 519          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 520          Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 521          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 522          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 523          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 524          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 525          Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 526          Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 527          Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 528          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 529          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 530          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 531          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 532          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 533          Lvl    AllPub    Inside       Gtl      Gilbert       RRAn
## 534          Lvl    AllPub       FR2       Gtl      Gilbert       RRAn
## 535          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 536          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 537          Lvl    AllPub       FR2       Gtl      NoRidge       Norm
## 538          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 539          Lvl    AllPub   CulDSac       Gtl      NoRidge       Norm
## 540          Lvl    AllPub   CulDSac       Gtl      NoRidge       Norm
## 541          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 542          Lvl    AllPub    Inside       Gtl      Somerst       RRAn
## 543          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 544          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 545          Lvl    AllPub    Corner       Gtl      Somerst      Feedr
## 546          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 547          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 548          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 549          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 550          Lvl    AllPub       FR2       Gtl      SawyerW       Norm
## 551          Lvl    AllPub    Inside       Gtl      SawyerW       RRAe
## 552          Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 553          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 554          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 555          Lvl    AllPub   CulDSac       Gtl      SawyerW       Norm
## 556          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 557          Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 558          Lvl    AllPub    Inside       Gtl       Sawyer       RRAe
## 559          Lvl    AllPub    Inside       Gtl       Sawyer      Feedr
## 560          Lvl    AllPub    Inside       Gtl       Sawyer       RRAe
## 561          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 562          Lvl    AllPub    Inside       Gtl      Veenker       Norm
## 563          Lvl    AllPub    Corner       Gtl       Sawyer      Feedr
## 564          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 565          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 566          Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 567          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 568          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 569          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 570          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 571          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 572          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 573          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 574          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 575          Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 576          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 577          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 578          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 579          Lvl    AllPub   CulDSac       Gtl      Veenker       Norm
## 580          Lvl    AllPub   CulDSac       Gtl      Veenker       Norm
## 581          Lvl    AllPub    Inside       Gtl      Veenker       Norm
## 582          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 583          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 584          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 585          Lvl    AllPub   CulDSac       Gtl       NWAmes       Norm
## 586          Lvl    AllPub    Inside       Gtl       NWAmes       RRAn
## 587          Lvl    AllPub    Inside       Gtl        NAmes      Feedr
## 588          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 589          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 590          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 591          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 592          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 593          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 594          Bnk    AllPub    Inside       Mod      BrkSide       RRAn
## 595          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 596          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 597          Lvl    AllPub    Inside       Gtl        NAmes     Artery
## 598          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 599          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 600          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 601          Lvl    AllPub    Inside       Gtl        NAmes      Feedr
## 602          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 603          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 604          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 605          Lvl    AllPub    Inside       Sev        NAmes       Norm
## 606          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 607          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 608          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 609          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 610          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 611          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 612          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 613          Lvl    AllPub    Corner       Gtl        NAmes      Feedr
## 614          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 615          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 616          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 617          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 618          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 619          Lvl    AllPub    Inside       Gtl        NAmes     Artery
## 620          Lvl    AllPub    Corner       Gtl        NAmes      Feedr
## 621          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 622          Lvl    AllPub    Corner       Gtl        NAmes     Artery
## 623          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 624          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 625          Lvl    AllPub    Inside       Gtl        NAmes       PosN
## 626          Bnk    AllPub    Inside       Gtl      OldTown     Artery
## 627          Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 628          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 629          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 630          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 631          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 632          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 633          Lvl    AllPub    Corner       Gtl      OldTown     Artery
## 634          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 635          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 636          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 637          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 638          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 639          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 640          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 641          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 642          Lvl    AllPub    Corner       Gtl      OldTown     Artery
## 643          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 644          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 645          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 646          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 647          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 648          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 649          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 650          Bnk    AllPub    Inside       Gtl      BrkSide       Norm
## 651          Bnk    AllPub    Corner       Gtl      BrkSide       RRAn
## 652          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 653          Lvl    AllPub    Inside       Gtl      BrkSide      Feedr
## 654          Lvl    AllPub    Corner       Gtl      BrkSide      Feedr
## 655          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 656          HLS    AllPub    Inside       Gtl      BrkSide       Norm
## 657          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 658          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 659          Bnk    AllPub    Inside       Mod      BrkSide       Norm
## 660          Lvl    AllPub       FR2       Gtl      BrkSide      Feedr
## 661          Lvl    AllPub       FR3       Gtl      BrkSide      Feedr
## 662          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 663          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 664          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 665          Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 666          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 667          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 668          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 669          Lvl    AllPub    Inside       Gtl       IDOTRR       RRNe
## 670          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 671          Bnk    AllPub    Inside       Gtl       IDOTRR       Norm
## 672          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 673          Lvl    AllPub    Corner       Gtl       IDOTRR       Norm
## 674          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 675          Lvl    AllPub    Inside       Gtl       IDOTRR       RRNe
## 676          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 677          Lvl    AllPub    Inside       Gtl       Sawyer      Feedr
## 678          Lvl    AllPub    Corner       Gtl       Sawyer      Feedr
## 679          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 680          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 681          Lvl    AllPub   CulDSac       Gtl       Sawyer       Norm
## 682          Lvl    AllPub    Corner       Gtl       Sawyer       Norm
## 683          Lvl    AllPub   CulDSac       Gtl       Sawyer       Norm
## 684          Lvl    AllPub    Inside       Gtl       Sawyer      Feedr
## 685          Lvl    AllPub    Inside       Gtl       Sawyer      Feedr
## 686          Lvl    AllPub    Inside       Gtl       Sawyer       PosA
## 687          Lvl    AllPub    Corner       Gtl      ClearCr       Norm
## 688          Lvl    AllPub    Corner       Gtl       Sawyer       Norm
## 689          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 690          Lvl    AllPub   CulDSac       Gtl      ClearCr       Norm
## 691          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 692          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 693          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 694          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 695          Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 696          Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 697          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 698          Lvl    AllPub   CulDSac       Gtl      SawyerW       Norm
## 699          Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 700          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 701          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 702          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 703          Lvl    AllPub    Inside       Gtl      CollgCr       PosN
## 704          Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 705          Bnk    AllPub   CulDSac       Gtl      ClearCr       Norm
## 706          Low    AllPub    Inside       Mod      CollgCr       Norm
## 707          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 708          Lvl    AllPub    Corner       Gtl      CollgCr       PosN
## 709          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 710          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 711          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 712          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 713          Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 714          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 715          Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 716          Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 717          Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 718          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 719          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 720          Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 721          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 722          Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 723          Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 724          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 725          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 726          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 727          Lvl    AllPub   CulDSac       Gtl      Edwards       Norm
## 728          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 729          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 730          Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 731          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 732          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 733          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 734          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 735          Bnk    AllPub    Inside       Mod      Edwards       Norm
## 736          Bnk    AllPub    Inside       Mod      Edwards       Norm
## 737          Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 738          Lvl    AllPub    Corner       Gtl        SWISU       Norm
## 739          Lvl    AllPub    Inside       Gtl        SWISU       Norm
## 740          Bnk    AllPub    Inside       Gtl      Crawfor       Norm
## 741          Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 742          Lvl    AllPub    Corner       Gtl      Crawfor       Norm
## 743          HLS    AllPub    Corner       Gtl      Crawfor       Norm
## 744          HLS    AllPub    Inside       Mod      Crawfor       Norm
## 745          HLS    AllPub    Inside       Gtl      Crawfor      Feedr
## 746          Lvl    AllPub    Corner       Gtl      Crawfor      Feedr
## 747          HLS    AllPub    Inside       Mod      Crawfor       Norm
## 748          Bnk    AllPub    Inside       Gtl      Crawfor       Norm
## 749          Lvl    AllPub   CulDSac       Gtl      Crawfor       Norm
## 750          Lvl    AllPub   CulDSac       Gtl      Blueste       Norm
## 751          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 752          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 753          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 754          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 755          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 756          Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 757          Low    AllPub    Inside       Mod       IDOTRR       Norm
## 758          Lvl    AllPub    Corner       Gtl       IDOTRR      Feedr
## 759          Lvl    AllPub    Corner       Gtl       IDOTRR      Feedr
## 760          Bnk    AllPub    Inside       Gtl       IDOTRR       Norm
## 761          HLS    AllPub    Inside       Mod      Crawfor       Norm
## 762          HLS    AllPub    Inside       Mod      Crawfor       Norm
## 763          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 764          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 765          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 766          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 767          Lvl    AllPub    Inside       Gtl       Timber       Norm
## 768          HLS    AllPub    Inside       Gtl       Timber       Norm
## 769          HLS    AllPub    Corner       Gtl       Timber       Norm
## 770          Lvl    AllPub    Inside       Gtl       Timber       Norm
## 771          HLS    AllPub    Corner       Gtl       Timber       Norm
## 772          Lvl    AllPub    Inside       Gtl       Timber       Norm
## 773          Lvl    AllPub    Corner       Gtl       Timber       Norm
## 774          Lvl    AllPub    Inside       Gtl       Timber       Norm
## 775          Lvl    AllPub    Inside       Gtl       Timber       Norm
## 776          HLS    AllPub    Inside       Gtl       Timber       Norm
## 777          Lvl    AllPub    Inside       Gtl       Timber       Norm
## 778          Lvl    AllPub    Corner       Gtl      Mitchel       Norm
## 779          Lvl    AllPub       FR2       Gtl      Mitchel      Feedr
## 780          Lvl    AllPub       FR2       Gtl      Mitchel       Norm
## 781          Lvl    AllPub    Corner       Gtl      Mitchel       Norm
## 782          Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 783          Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 784          Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 785          Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 786          Lvl    AllPub    Corner       Gtl      Mitchel       Norm
## 787          Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 788          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 789          Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 790          Lvl    AllPub    Corner       Gtl      Mitchel       Norm
## 791          Low    AllPub    Inside       Gtl       IDOTRR       Norm
## 792          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 793          HLS    AllPub    Inside       Gtl      Gilbert       Norm
## 794          Lvl    AllPub   CulDSac       Gtl      Gilbert       Norm
## 795          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 796          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 797          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 798          Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 799          Lvl    AllPub   CulDSac       Gtl      Gilbert       Norm
## 800          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 801          Lvl    AllPub    Inside       Gtl      StoneBr       Norm
## 802          HLS    AllPub    Inside       Gtl      StoneBr       Norm
## 803          Lvl    AllPub    Inside       Gtl      StoneBr       Norm
## 804          Lvl    AllPub   CulDSac       Gtl      StoneBr       PosN
## 805          Lvl    AllPub       FR2       Gtl      Gilbert       Norm
## 806          HLS    AllPub    Inside       Gtl      StoneBr       Norm
## 807          HLS    AllPub    Inside       Gtl      StoneBr       Norm
## 808          HLS    AllPub    Inside       Gtl      StoneBr       PosA
## 809          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 810          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 811          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 812          Lvl    AllPub    Inside       Gtl       NWAmes       PosA
## 813          Lvl    AllPub       FR2       Gtl       NWAmes       Norm
## 814          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 815          Lvl    AllPub    Inside       Gtl       NWAmes       PosN
## 816          Lvl    AllPub   CulDSac       Gtl       NWAmes       PosN
## 817          Lvl    AllPub    Inside       Gtl       NWAmes       PosN
## 818          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 819          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 820          Lvl    AllPub       FR2       Gtl        NAmes       Norm
## 821          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 822          Lvl    AllPub       FR2       Gtl        NAmes       Norm
## 823          Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 824          Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 825          Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 826          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 827          Lvl    AllPub       FR2       Gtl      NridgHt       Norm
## 828          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 829          Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 830          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 831          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 832          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 833          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 834          Lvl    AllPub   CulDSac       Gtl      NridgHt       Norm
## 835          Lvl    AllPub   CulDSac       Gtl      NridgHt       Norm
## 836          Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 837          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 838          HLS    AllPub    Corner       Mod      NridgHt       Norm
## 839          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 840          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 841          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 842          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 843          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 844          Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 845          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 846          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 847          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 848          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 849          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 850          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 851          Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 852          Lvl    AllPub    Inside       Gtl      Gilbert       RRAn
## 853          Lvl    AllPub    Inside       Gtl      Gilbert       RRAn
## 854          Lvl    AllPub    Inside       Gtl      Gilbert       RRAn
## 855          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 856          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 857          Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 858          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 859          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 860          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 861          Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 862          Lvl    AllPub    Inside       Gtl      Blmngtn       Norm
## 863          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 864          Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 865          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 866          Lvl    AllPub    Corner       Gtl      Gilbert       Norm
## 867          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 868          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 869          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 870          Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 871          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 872          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 873          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 874          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 875          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 876          Lvl    AllPub    Inside       Gtl      NoRidge       Norm
## 877          Lvl    AllPub    Inside       Gtl      Somerst      Feedr
## 878          Lvl    AllPub    Inside       Gtl      Somerst      Feedr
## 879          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 880          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 881          Lvl    AllPub       FR2       Gtl      Somerst      Feedr
## 882          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 883          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 884          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 885          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 886          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 887          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 888          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 889          Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 890          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 891          Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 892          Lvl    AllPub    Corner       Gtl      Somerst       Norm
## 893          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 894          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 895          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 896          Lvl    AllPub    Inside       Gtl      SawyerW       RRAe
## 897          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 898          Lvl    AllPub    Corner       Gtl      SawyerW       Norm
## 899          Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 900          Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 901          Lvl    AllPub    Corner       Gtl       Sawyer       Norm
## 902          Bnk    AllPub    Inside       Gtl      Veenker       Norm
## 903          Lvl    AllPub   CulDSac       Gtl       Sawyer       RRAe
## 904          Lvl    AllPub   CulDSac       Gtl       Sawyer       RRAe
## 905          Lvl    AllPub       FR2       Gtl      Somerst       Norm
## 906          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 907          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 908          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 909          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 910          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 911          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 912          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 913          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 914          Lvl    AllPub    Inside       Gtl      Somerst       Norm
## 915          Lvl    AllPub       FR2       Gtl      Veenker       Norm
## 916          Lvl    AllPub    Inside       Gtl      Veenker       Norm
## 917          Lvl    AllPub    Inside       Gtl      Veenker       Norm
## 918          Lvl    AllPub    Inside       Gtl       NWAmes       RRAn
## 919          Lvl    AllPub    Inside       Gtl       NWAmes       PosA
## 920          Lvl    AllPub    Inside       Gtl       NWAmes       PosN
## 921          Lvl    AllPub    Corner       Gtl       NWAmes       Norm
## 922          Lvl    AllPub    Corner       Gtl       NWAmes       Norm
## 923          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 924          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 925          Lvl    AllPub    Corner       Gtl       NWAmes       Norm
## 926          Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 927          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 928          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 929          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 930          Lvl    AllPub   CulDSac       Gtl        NAmes       Norm
## 931          Lvl    AllPub   CulDSac       Gtl        NAmes       Norm
## 932          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 933          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 934          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 935          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 936          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 937          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 938          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 939          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 940          Lvl    AllPub    Inside       Gtl      BrkSide      Feedr
## 941          Lvl    AllPub    Inside       Gtl      BrkSide       RRAn
## 942          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 943          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 944          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 945          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 946          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 947          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 948          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 949          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 950          Lvl    AllPub    Inside       Gtl        NAmes      Feedr
## 951          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 952          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 953          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 954          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 955          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 956          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 957          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 958          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 959          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 960          Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 961          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 962          Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 963          Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 964          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 965          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 966          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 967          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 968          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 969          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 970          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 971          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 972          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 973          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 974          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 975          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 976          Lvl    AllPub    Corner       Gtl        NAmes      Feedr
## 977          Lvl    AllPub    Inside       Gtl        NAmes       PosN
## 978          Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 979          Bnk    AllPub    Inside       Gtl      OldTown     Artery
## 980          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 981          Lvl    AllPub    Corner       Gtl      OldTown     Artery
## 982          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 983          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 984          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 985          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 986          Lvl    AllPub    Inside       Gtl      OldTown     Artery
## 987          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 988          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 989          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 990          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 991          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 992          Lvl    AllPub    Corner       Gtl      OldTown       Norm
## 993          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 994          Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 995          Bnk    AllPub    Inside       Mod      BrkSide       Norm
## 996          HLS    AllPub    Inside       Gtl      BrkSide       RRNn
## 997          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 998          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 999          Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 1000         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 1001         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 1002         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 1003         Lvl    AllPub    Inside       Gtl      BrkSide       Norm
## 1004         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1005         Bnk    AllPub    Inside       Gtl      BrkSide       Norm
## 1006         Lvl    AllPub    Inside       Gtl      BrkSide       RRAn
## 1007         Lvl    AllPub    Corner       Gtl      OldTown      Feedr
## 1008         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1009         Lvl    AllPub    Inside       Gtl      OldTown       Norm
## 1010         Lvl    AllPub    Corner       Gtl       IDOTRR       Norm
## 1011         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 1012         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 1013         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 1014         Lvl    AllPub    Corner       Gtl       IDOTRR     Artery
## 1015         Bnk    AllPub    Inside       Gtl       Sawyer      Feedr
## 1016         Lvl    AllPub    Corner       Gtl        SWISU       Norm
## 1017         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1018         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1019         Lvl    AllPub    Inside       Gtl       Sawyer      Feedr
## 1020         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1021         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1022         Lvl    AllPub       FR3       Gtl       Sawyer      Feedr
## 1023         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1024         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1025         Lvl    AllPub    Corner       Gtl       Sawyer      Feedr
## 1026         Bnk    AllPub    Inside       Mod       Sawyer       PosA
## 1027         Lvl    AllPub    Inside       Gtl       Sawyer      Feedr
## 1028         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1029         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1030         Lvl    AllPub    Corner       Gtl       Sawyer      Feedr
## 1031         Lvl    AllPub    Inside       Gtl       Sawyer       Norm
## 1032         Lvl    AllPub    Corner       Gtl      ClearCr       Norm
## 1033         Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 1034         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1035         Lvl    AllPub    Inside       Gtl      Edwards      Feedr
## 1036         Lvl    AllPub    Corner       Gtl      ClearCr       Norm
## 1037         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1038         HLS    AllPub    Inside       Gtl        SWISU       Norm
## 1039         Lvl    AllPub   CulDSac       Gtl      Edwards       Norm
## 1040         Lvl    AllPub    Inside       Mod      Edwards       Norm
## 1041         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1042         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1043         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1044         Lvl    AllPub    Inside       Gtl      SawyerW      Feedr
## 1045         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 1046         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1047         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1048         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1049         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1050         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1051         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1052         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1053         Lvl    AllPub    Inside       Gtl      SawyerW       Norm
## 1054         Low    AllPub    Inside       Sev      ClearCr       Norm
## 1055         Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 1056         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1057         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1058         Low    AllPub    Inside       Mod      CollgCr       Norm
## 1059         Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 1060         Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 1061         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1062         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1063         Bnk    AllPub    Inside       Gtl      CollgCr       Norm
## 1064         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1065         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1066         Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 1067         Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm
## 1068         Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 1069         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1070         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1071         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1072         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1073         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1074         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1075         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1076         Lvl    AllPub    Corner       Gtl      CollgCr       Norm
## 1077         Lvl    AllPub   CulDSac       Mod      CollgCr       Norm
## 1078         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1079         Lvl    AllPub       FR2       Gtl      CollgCr       Norm
## 1080         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1081         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1082         Lvl    AllPub    Inside       Gtl      CollgCr       Norm
## 1083         Low    AllPub    Inside       Gtl      Edwards       Norm
## 1084         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1085         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1086         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1087         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1088         Lvl    AllPub   CulDSac       Gtl      Edwards       Norm
## 1089         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1090         Bnk    AllPub    Inside       Gtl      Edwards       Norm
## 1091         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1092         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1093         Lvl    AllPub    Corner       Gtl      Edwards       Norm
## 1094         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1095         Bnk    AllPub    Corner       Gtl      Edwards       Norm
## 1096         Lvl    AllPub    Inside       Gtl      Edwards       Norm
## 1097         HLS    AllPub    Inside       Gtl      Edwards       Norm
## 1098         Lvl    AllPub    Inside       Gtl        SWISU       Norm
## 1099         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 1100         HLS    AllPub    Inside       Gtl      Crawfor       Norm
## 1101         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 1102         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 1103         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 1104         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 1105         HLS    AllPub    Inside       Gtl      Crawfor       Norm
## 1106         HLS    AllPub    Inside       Gtl      Crawfor       Norm
## 1107         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 1108         Lvl    AllPub   CulDSac       Gtl      Crawfor       Norm
## 1109         Lvl    AllPub   CulDSac       Gtl      Crawfor       Norm
## 1110         Lvl    AllPub    Inside       Gtl      Blueste       Norm
## 1111         Lvl    AllPub    Inside       Gtl      Crawfor       Norm
## 1112         Bnk    AllPub    Inside       Mod      Blueste       Norm
## 1113         Bnk    AllPub    Corner       Gtl      Crawfor       Norm
## 1114         HLS    AllPub   CulDSac       Gtl      Crawfor       Norm
## 1115         Lvl    AllPub    Corner       Gtl       IDOTRR       Norm
## 1116         Lvl    AllPub    Inside       Gtl       IDOTRR     Artery
## 1117         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 1118         Lvl    AllPub    Inside       Gtl       IDOTRR     Artery
## 1119         Lvl    AllPub    Corner       Gtl       IDOTRR       Norm
## 1120         Lvl    AllPub    Inside       Gtl       IDOTRR      Feedr
## 1121         Lvl    AllPub    Corner       Gtl       IDOTRR       Norm
## 1122         Lvl    AllPub    Inside       Gtl       IDOTRR       Norm
## 1123         HLS    AllPub    Inside       Mod      Crawfor       Norm
## 1124         Bnk    AllPub   CulDSac       Gtl      Mitchel       Norm
## 1125         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1126         Lvl    AllPub   CulDSac       Gtl      Mitchel       Norm
## 1127         Lvl    AllPub   CulDSac       Gtl      Mitchel       Norm
## 1128         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1129         Lvl    AllPub    Corner       Gtl      Mitchel       Norm
## 1130         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 1131         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 1132         HLS    AllPub    Inside       Gtl       Timber       Norm
## 1133         HLS    AllPub    Inside       Gtl       Timber       Norm
## 1134         Lvl    AllPub   CulDSac       Gtl       Timber       Norm
## 1135         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 1136         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 1137         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 1138         Lvl    AllPub    Inside       Gtl       Timber       Norm
## 1139         HLS    AllPub    Inside       Gtl       Timber       PosA
## 1140         Lvl    AllPub    Inside       Gtl      Mitchel     Artery
## 1141         Lvl    AllPub       FR3       Gtl      Mitchel       Norm
## 1142         Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 1143         Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 1144         Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 1145         Lvl    AllPub    Inside       Gtl      MeadowV       Norm
## 1146         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1147         Low    AllPub    Corner       Mod      Mitchel       Norm
## 1148         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1149         Lvl    AllPub    Corner       Gtl      Mitchel       Norm
## 1150         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1151         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1152         Lvl    AllPub    Corner       Gtl      Mitchel       Norm
## 1153         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1154         Lvl    AllPub    Inside       Gtl      Mitchel       Norm
## 1155         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1156         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1157         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 1158         Low    AllPub   CulDSac       Sev        NAmes       Norm
## 1159         Lvl    AllPub    Corner       Gtl        NAmes       Norm
## 1160         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1161         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1162         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1163         HLS    AllPub   CulDSac       Gtl      Gilbert       Norm
## 1164         HLS    AllPub   CulDSac       Gtl      Gilbert       Norm
## 1165         Lvl    AllPub    Inside       Gtl      StoneBr       Norm
## 1166         Lvl    AllPub    Inside       Gtl      Gilbert       Norm
## 1167         Lvl    AllPub    Inside       Gtl      StoneBr       Norm
## 1168         HLS    AllPub   CulDSac       Gtl      StoneBr       Norm
## 1169         HLS    AllPub   CulDSac       Gtl      StoneBr       Norm
## 1170         HLS    AllPub   CulDSac       Gtl      StoneBr       Norm
## 1171         Lvl    AllPub   CulDSac       Gtl      StoneBr       Norm
## 1172         HLS    AllPub    Corner       Gtl      StoneBr       Norm
## 1173         HLS    AllPub    Inside       Gtl      StoneBr       Norm
## 1174         HLS    AllPub    Inside       Gtl      StoneBr       Norm
## 1175         Lvl    AllPub       FR3       Gtl       NWAmes       Norm
## 1176         Lvl    AllPub    Inside       Gtl       NWAmes       PosA
## 1177         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1178         Lvl    AllPub    Inside       Gtl      Somerst       RRAn
## 1179         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1180         Lvl    AllPub    Inside       Gtl       NWAmes       Norm
## 1181         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1182         Lvl    AllPub       FR2       Gtl        NAmes       Norm
## 1183         Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 1184         Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 1185         Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 1186         Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 1187         Lvl    AllPub    Inside       Gtl       BrDale       Norm
## 1188         Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 1189         Lvl    AllPub    Inside       Gtl        NAmes       Norm
## 1190         Lvl    AllPub       FR2       Gtl      NPkVill       Norm
## 1191         Lvl    AllPub    Inside       Gtl      NPkVill       Norm
## 1192         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1193         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 1194         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 1195         HLS    AllPub    Corner       Mod      NridgHt       Norm
## 1196         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 1197         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1198         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 1199         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1200         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1201         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
## 1202         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 1203         Lvl    AllPub    Corner       Gtl      NridgHt       Norm
## 1204         Lvl    AllPub    Inside       Gtl      NridgHt       Norm
##      Condition2 BldgType HouseStyle OverallQual OverallCond YearBuilt
## 1          Norm     1Fam     1Story           5           6      1961
## 2          Norm     1Fam     1Story           6           6      1958
## 3          Norm     1Fam     2Story           5           5      1997
## 4          Norm     1Fam     2Story           6           6      1998
## 5          Norm   TwnhsE     1Story           8           5      1992
## 6          Norm     1Fam     2Story           6           5      1993
## 7          Norm     1Fam     1Story           6           7      1992
## 8          Norm     1Fam     2Story           6           5      1998
## 9          Norm     1Fam     1Story           7           5      1990
## 10         Norm     1Fam     1Story           4           5      1970
## 11         Norm   TwnhsE     1Story           7           5      1999
## 12         Norm    Twnhs     2Story           6           5      1971
## 13         Norm    Twnhs     2Story           5           5      1971
## 14         Norm    Twnhs     2Story           6           6      1975
## 15         Norm    Twnhs     1Story           7           6      1975
## 16         Norm     1Fam     2Story           9           5      2009
## 17         Norm     1Fam     1Story           8           5      2009
## 18         Norm     1Fam     1Story           9           5      2005
## 19         Norm     1Fam     1Story           8           5      2005
## 20         Norm     1Fam     1Story           9           5      2003
## 21         Norm     1Fam     2Story           8           5      2002
## 22         Norm   TwnhsE     1Story           8           5      2006
## 23         Norm     1Fam     1Story           6           5      2005
## 24         Norm   TwnhsE     1Story           7           5      2006
## 25         Norm     1Fam       SLvl           7           5      2004
## 26         Norm     1Fam     2Story           7           5      2004
## 27         Norm     1Fam     2Story           8           5      1998
## 28         Norm     1Fam     1Story           8           5      2005
## 29         Norm     1Fam     1Story           7           5      2009
## 30         Norm     1Fam     1Story           6           5      2005
## 31         Norm     1Fam     2Story           7           5      2004
## 32         Norm     1Fam     1Story           5           5      1920
## 33         Norm     1Fam     1Story           6           6      1974
## 34         Norm     1Fam     2Story           8           5      1993
## 35         Norm     1Fam     2Story           8           5      1992
## 36         Norm   TwnhsE     1Story           7           5      2004
## 37         Norm   TwnhsE     2Story           7           5      2004
## 38         Norm   TwnhsE     2Story           7           5      2004
## 39         Norm    Twnhs     2Story           7           5      2004
## 40         Norm    Twnhs     2Story           6           5      2005
## 41         Norm   TwnhsE     2Story           6           5      2000
## 42         Norm   TwnhsE     2Story           7           5      2003
## 43         Norm     1Fam     1Story           8           5      2010
## 44         Norm     1Fam     2Story           8           5      2000
## 45         Norm     1Fam     1Story           7           5      2002
## 46         Norm     1Fam     1Story           6           6      1967
## 47         Norm     1Fam     2Story           6           5      1993
## 48         Norm     1Fam     1.5Fin           6           5      1978
## 49         Norm     1Fam     2Story           6           6      1971
## 50         Norm     1Fam     1Story           5           5      1966
## 51         Norm     1Fam     1Story           5           5      1966
## 52         Norm     1Fam     1Story           5           6      1967
## 53         Norm     1Fam       SLvl           6           5      1964
## 54         Norm   Duplex     1Story           5           6      1962
## 55         Norm     1Fam     1.5Fin           5           7      1952
## 56         Norm     1Fam     1.5Fin           6           6      1949
## 57         Norm     1Fam     SFoyer           6           8      1966
## 58         Norm   Duplex     1Story           5           5      1958
## 59         Norm     1Fam     1Story           7           5      2003
## 60         Norm     1Fam     1Story           5           5      1959
## 61         Norm     1Fam     1Story           5           5      1959
## 62         Norm     1Fam     1Story           6           5      1959
## 63         Norm     1Fam     1.5Fin           4           5      1956
## 64         Norm     1Fam     1Story           5           7      1952
## 65         Norm     1Fam     1Story           5           6      1955
## 66         Norm   2fmCon     1Story           5           5      1958
## 67         Norm     1Fam     1Story           4           7      1920
## 68         Norm     1Fam     1.5Fin           6           8      1948
## 69         Norm     1Fam     1Story           5           6      1960
## 70         Norm     1Fam     1Story           6           7      1963
## 71         Norm     1Fam     1.5Fin           4           5      1900
## 72         Norm     1Fam     1Story           5           7      1920
## 73         Norm     1Fam     1Story           5           7      1957
## 74         Norm     1Fam     1.5Fin           6           7      1938
## 75         Norm     1Fam     1.5Fin           5           7      1948
## 76         Norm     1Fam     1.5Fin           5           6      1920
## 77         Norm     1Fam     1Story           2           2      1923
## 78         Norm     1Fam     2Story           8           9      1900
## 79         Norm     1Fam     2Story           8           9      1890
## 80         Norm   2fmCon     2Story           5           3      1910
## 81         Norm     1Fam     2Story           6           7      1922
## 82        Feedr     1Fam     1.5Fin           5           6      1950
## 83         Norm     1Fam     2.5Unf           7           7      1922
## 84         Norm     1Fam     1Story           4           7      1925
## 85         Norm     1Fam     1.5Fin           6           7      1939
## 86         Norm     1Fam     1.5Fin           6           6      1940
## 87         Norm     1Fam     1.5Fin           5           6      1942
## 88         Norm     1Fam     1.5Fin           6           7      1948
## 89         Norm     1Fam     1.5Fin           5           7      1936
## 90         Norm     1Fam     1.5Fin           5           5      1930
## 91         Norm     1Fam     1Story           6           5      1923
## 92         Norm     1Fam     1.5Fin           4           5      1915
## 93         Norm     1Fam     2Story           6           8      1912
## 94         Norm     1Fam     2Story           6           8      1920
## 95         Norm     1Fam     1Story           5           5      1959
## 96         Norm     1Fam     1.5Fin           5           3      1917
## 97         Norm   2fmCon     1.5Fin           5           4      1915
## 98         Norm     1Fam     1.5Fin           6           5      1940
## 99         Norm     1Fam     2Story           4           1      1907
## 100        Norm   2fmCon     1.5Fin           5           7      1910
## 101        Norm   Duplex     1Story           4           3      1967
## 102        Norm     1Fam     1Story           5           7      1966
## 103        Norm     1Fam     1Story           5           5      1968
## 104        Norm   Duplex     SFoyer           5           5      1978
## 105        Norm     1Fam     2Story           5           5      1968
## 106        Norm     1Fam     1Story           7           7      1977
## 107        Norm     1Fam     1Story           4           4      1927
## 108        Norm     1Fam     2Story           6           5      1978
## 109        Norm     1Fam     1.5Fin           3           4      1938
## 110        Norm     1Fam     1Story           6           7      1950
## 111        Norm     1Fam     1.5Fin           4           6      1947
## 112        Norm     1Fam     1Story           5           7      1954
## 113        Norm     1Fam     1Story           7           5      2009
## 114        Norm     1Fam     1Story           5           3      1964
## 115        Norm     1Fam     1Story           7           5      1987
## 116        Norm     1Fam     2Story           6           7      1993
## 117        Norm     1Fam     1Story           7           5      2010
## 118        Norm     1Fam     1.5Fin           6           8      1900
## 119        Norm     1Fam     SFoyer           5           5      1996
## 120        Norm     1Fam     2Story           7           5      1997
## 121        Norm     1Fam     1Story           5           8      1977
## 122        Norm     1Fam     1Story           5           6      1972
## 123        Norm     1Fam     1Story           8           5      2003
## 124        Norm     1Fam     2Story           7           5      1997
## 125        Norm   TwnhsE     1Story           6           5      2003
## 126        Norm     1Fam     1Story           3           6      1945
## 127        Norm     1Fam     1Story           5           6      1954
## 128        Norm     1Fam     1Story           5           6      1968
## 129        Norm     1Fam     1.5Fin           4           5      1948
## 130        Norm     1Fam       SLvl           6           6      1975
## 131        Norm     1Fam     1Story           4           5      1958
## 132        Norm     1Fam     1Story           5           6      1924
## 133        Norm     1Fam     1Story           6           6      1939
## 134        Norm   Duplex     2Story           4           6      1967
## 135        Norm     1Fam     1.5Fin           5           2      1931
## 136        Norm     1Fam     1.5Fin           7           6      1941
## 137        Norm   Duplex     2Story           5           6      1950
## 138        Norm     1Fam       SLvl           7           6      1994
## 139        Norm   TwnhsE     1Story           8           6      1989
## 140        Norm   TwnhsE     1Story           8           5      1989
## 141        Norm     1Fam     1Story           2           5      1941
## 142        Norm     1Fam     1.5Fin           6           5      1921
## 143        Norm     1Fam     1Story           4           7      1896
## 144        Norm   TwnhsE     1Story           8           5      2004
## 145        Norm     1Fam     2Story           8           5      1998
## 146        Norm     1Fam       SLvl           6           7      1977
## 147        Norm   Duplex     1Story           6           5      1976
## 148        Norm     1Fam     1Story           7           5      2008
## 149        Norm     1Fam     1Story           7           5      2009
## 150        Norm     1Fam     2Story           5           5      2006
## 151        Norm     1Fam     1Story           5           5      1965
## 152        Norm     1Fam     1Story           5           5      2004
## 153        Norm     1Fam     1Story           5           5      1999
## 154        Norm    Twnhs     1Story           5           6      1973
## 155        Norm    Twnhs     2Story           4           7      1970
## 156        Norm   TwnhsE     2Story           4           4      1970
## 157        Norm   TwnhsE     2Story           4           6      1972
## 158        Norm     1Fam     1Story           5           7      1971
## 159        Norm     1Fam     1Story           5           7      1984
## 160        Norm   Duplex     2Story           5           2      1985
## 161        Norm     1Fam     2Story           5           5      1991
## 162        Norm     1Fam     1.5Fin           5           5      1969
## 163        Norm     1Fam     1Story           8           5      1994
## 164        Norm     1Fam     2Story           6           5      1993
## 165        Norm     1Fam     1Story           6           5      1956
## 166        Norm     1Fam     1Story           6           5      1974
## 167        Norm     1Fam     2Story           6           5      1997
## 168        Norm     1Fam     2Story           8           5      2003
## 169        Norm     1Fam       SLvl           7           5      1996
## 170        Norm   TwnhsE     1Story           8           5      2004
## 171        Norm     1Fam     1Story           8           5      1998
## 172        Norm   TwnhsE     1Story           8           5      1995
## 173        Norm     1Fam       SLvl           7           5      1998
## 174        Norm     1Fam     2Story           6           5      1998
## 175        Norm     1Fam     2Story           6           5      1994
## 176        Norm     1Fam     1Story           6           5      1993
## 177        Norm     1Fam     2Story           5           6      1977
## 178        Norm     1Fam     2Story           7           6      1978
## 179        Norm     1Fam     1Story           6           6      1978
## 180        Norm     1Fam     2Story           7           7      1980
## 181        Norm     1Fam     1Story           6           5      1978
## 182        Norm     1Fam     2Story           7           5      2003
## 183        Norm     1Fam     2Story           8           5      2000
## 184        Norm     1Fam     2Story           8           5      2002
## 185        Norm     1Fam     1Story           5           7      1975
## 186        Norm     1Fam     1Story           6           6      1974
## 187        Norm     1Fam     1Story           7           5      1975
## 188        Norm     1Fam     1Story           5           5      1970
## 189        Norm     1Fam     1Story           5           7      1971
## 190        Norm     1Fam     1Story           4           6      1970
## 191        Norm     1Fam     1Story           4           7      1971
## 192        Norm    Twnhs     2Story           6           5      1973
## 193        Norm    Twnhs     2Story           6           6      1972
## 194        Norm   TwnhsE     2Story           6           5      1976
## 195        Norm    Twnhs     1Story           7           5      1975
## 196        Norm    Twnhs     2Story           6           5      1977
## 197        Norm   TwnhsE     2Story           6           5      1978
## 198        Norm   TwnhsE     2Story           6           5      1978
## 199        Norm   TwnhsE     1Story           7           6      1976
## 200        Norm     1Fam     1Story           5           7      1966
## 201        Norm     1Fam     2Story           9           5      2007
## 202        Norm     1Fam     2Story           9           5      2009
## 203        Norm     1Fam     1Story           9           5      2008
## 204        PosA     1Fam     1Story          10           5      2007
## 205        Norm     1Fam     1Story           9           5      2008
## 206        Norm     1Fam     1Story           8           5      2004
## 207        Norm     1Fam     2Story           8           5      2007
## 208        Norm     1Fam     1Story           9           5      2008
## 209        Norm     1Fam     1Story           9           5      2006
## 210        Norm     1Fam     1Story           9           5      2008
## 211        Norm     1Fam     1Story           7           5      2003
## 212        Norm     1Fam     1Story           9           5      2003
## 213        Norm     1Fam     2Story           8           5      2003
## 214        Norm     1Fam     1Story           8           5      2006
## 215        Norm   TwnhsE     1Story           6           5      2005
## 216        Norm    Twnhs     1Story           6           5      2005
## 217        Norm   TwnhsE     1Story           7           5      2007
## 218        Norm     1Fam     1Story          10           5      2004
## 219        Norm     1Fam     1Story           8           5      2003
## 220        Norm   TwnhsE     1Story           9           5      2008
## 221        Norm   TwnhsE     1Story           9           5      2008
## 222        Norm     1Fam     1Story           8           5      2002
## 223        Norm   TwnhsE     1Story           7           5      2003
## 224        Norm     1Fam     2Story           7           5      2005
## 225        Norm     1Fam     2Story           6           5      2005
## 226        Norm   TwnhsE     1Story           7           5      2005
## 227        Norm     1Fam       SLvl           7           5      2004
## 228        Norm     1Fam     2Story           7           5      2004
## 229        Norm     1Fam     2Story           7           5      2004
## 230        Norm     1Fam     2Story           7           5      2003
## 231        Norm     1Fam     2Story           7           5      2003
## 232        Norm     1Fam     2Story           8           5      2002
## 233        Norm     1Fam       SLvl           7           5      2004
## 234        Norm     1Fam     2Story           6           5      2000
## 235        Norm     1Fam       SLvl           7           5      1999
## 236        Norm     1Fam     2Story           7           5      1999
## 237        Norm     1Fam       SLvl           7           6      1999
## 238        Norm     1Fam     2Story           8           5      2000
## 239        Norm     1Fam     1Story           8           5      1994
## 240        Norm     1Fam     2Story           7           5      1995
## 241        Norm     1Fam     2Story           8           5      1993
## 242        Norm     1Fam     1Story           8           5      2008
## 243        Norm     1Fam     1Story           8           5      2008
## 244        Norm     1Fam     1Story           8           5      2007
## 245        Norm     1Fam     1Story           8           5      2006
## 246        PosN     1Fam     1Story           9           5      2005
## 247        Norm     1Fam     1Story           7           5      2008
## 248        Norm     1Fam     1Story           7           5      2008
## 249        Norm     1Fam     1Story           9           5      2007
## 250        Norm     1Fam     1Story           8           5      2006
## 251        Norm     1Fam     2Story           8           5      2006
## 252        Norm     1Fam     1Story           8           5      2008
## 253        Norm     1Fam     1Story           7           5      2006
## 254        Norm     1Fam     1Story           7           5      2003
## 255        Norm     1Fam     2Story           7           5      2003
## 256        Norm     1Fam     1Story           7           6      2007
## 257        Norm     1Fam     1Story           7           5      2006
## 258        Norm     1Fam     1Story           6           5      2004
## 259        Norm     1Fam     2Story           7           5      2004
## 260        Norm     1Fam     1Story           8           5      2004
## 261        Norm     1Fam     1Story           7           5      2004
## 262        Norm     1Fam     1Story           5           5      2004
## 263        Norm     1Fam     1Story           5           5      2003
## 264        Norm     1Fam     1Story           7           5      2008
## 265        Norm     1Fam     2Story           7           5      1996
## 266        Norm     1Fam     2Story           6           6      1992
## 267        Norm   TwnhsE     1Story           6           5      1990
## 268        Norm     1Fam     2Story           7           5      1994
## 269        Norm     1Fam     2Story           6           7      1986
## 270        Norm   Duplex     2Story           6           7      1981
## 271        Norm     1Fam     1Story           5           5      1962
## 272        Norm     1Fam     1Story           5           6      1961
## 273        Norm     1Fam     1Story           5           5      1961
## 274        Norm     1Fam     1Story           5           5      1965
## 275        Norm     1Fam     1Story           5           8      1963
## 276        Norm     1Fam     1Story           5           6      1962
## 277        Norm     1Fam     1Story           8           8      1980
## 278        Norm     1Fam     2Story           7           8      1991
## 279        Norm    Twnhs     2Story           7           5      2004
## 280        Norm   TwnhsE     1Story           6           5      2008
## 281        Norm   TwnhsE     1Story           6           5      2008
## 282        Norm   TwnhsE     2Story           6           5      2000
## 283        Norm   TwnhsE     2Story           7           5      1999
## 284        Norm     1Fam     1Story           8           9      1977
## 285        Norm     1Fam     1Story           7           5      1981
## 286        Norm     1Fam       SLvl           8           5      1976
## 287        Norm     1Fam     2Story           7           6      1974
## 288        Norm     1Fam     2Story           6           7      1967
## 289        Norm     1Fam     1Story           5           5      1969
## 290        Norm     1Fam     1Story           6           5      1969
## 291        Norm     1Fam     2Story           7           7      1977
## 292        Norm     1Fam     1Story           5           6      1967
## 293        Norm     1Fam     1Story           5           5      1967
## 294        Norm     1Fam     2Story           7           5      1974
## 295        Norm     1Fam     SFoyer           6           5      1971
## 296        Norm     1Fam     1Story           4           7      1960
## 297        Norm     1Fam     1Story           5           7      1959
## 298        Norm     1Fam     1Story           4           5      1957
## 299        Norm     1Fam     1Story           5           6      1956
## 300        Norm     1Fam     1Story           5           6      1961
## 301        Norm     1Fam     1Story           5           5      1964
## 302        Norm     1Fam     2Story           5           6      1965
## 303        Norm     1Fam       SLvl           6           6      1961
## 304        Norm     1Fam     1Story           5           5      1955
## 305        Norm     1Fam     1Story           6           5      1967
## 306        Norm     1Fam     1Story           6           6      1961
## 307        Norm     1Fam     1Story           6           8      1966
## 308        Norm     1Fam     1Story           5           7      1956
## 309        Norm     1Fam     1Story           7           6      1960
## 310        Norm     1Fam     1Story           6           8      1959
## 311        Norm     1Fam     1Story           5           5      1956
## 312        Norm     1Fam     1Story           5           5      1955
## 313        Norm     1Fam     1Story           4           5      1956
## 314        Norm   Duplex     1Story           5           4      1958
## 315        Norm     1Fam     1Story           6           7      1954
## 316        Norm     1Fam     1Story           5           5      1951
## 317        Norm     1Fam     1Story           5           6      1945
## 318        Norm     1Fam     1Story           5           8      1952
## 319        Norm     1Fam     1Story           5           5      1953
## 320        Norm     1Fam     2Story           7           7      1948
## 321        Norm     1Fam     1Story           5           6      1950
## 322        Norm     1Fam     1Story           3           5      1958
## 323        Norm     1Fam     2Story           5           7      1939
## 324        Norm     1Fam     2Story           4           8      1900
## 325        Norm     1Fam     1Story           5           7      1925
## 326        Norm     1Fam     1.5Fin           4           5      1915
## 327        Norm     1Fam     2Story           7           9      1910
## 328        Norm     1Fam     1Story           2           5      1940
## 329        Norm     1Fam     1Story           5           7      1920
## 330        Norm     1Fam     1Story           3           5      1890
## 331        Norm   Duplex     2Story           6           5      1969
## 332        Norm     1Fam     1Story           6           7      1963
## 333        Norm     1Fam     1Story           6           4      1967
## 334        Norm     1Fam     1Story           6           9      1958
## 335        Norm     1Fam     1Story           6           6      1957
## 336        Norm     1Fam     1Story           6           6      1958
## 337        Norm     1Fam     1.5Fin           6           5      1950
## 338        Norm     1Fam     1Story           5           6      1958
## 339        Norm     1Fam     1Story           5           7      1952
## 340        Norm     1Fam       SLvl           5           5      1959
## 341        Norm     1Fam     1.5Fin           4           7      1949
## 342        Norm     1Fam     1.5Fin           6           7      1948
## 343        Norm     1Fam     2Story           6           5      1964
## 344        Norm   Duplex     SFoyer           5           7      1978
## 345        Norm     1Fam     1Story           6           6      1963
## 346        Norm     1Fam     1.5Fin           6           8      1935
## 347        Norm   Duplex     2Story           6           5      1910
## 348        Norm     1Fam     1.5Fin           5           8      1910
## 349        Norm     1Fam     2Story           5           8      1910
## 350        Norm     1Fam     2Story           5           6      1939
## 351        Norm   2fmCon     2Story           4           6      1920
## 352        Norm     1Fam     1.5Fin           5           5      1910
## 353        Norm     1Fam     1.5Fin           5           7      1950
## 354        Norm     1Fam     1Story           4           6      1920
## 355        Norm     1Fam     1Story           2           4      1940
## 356        Norm     1Fam     1Story           5           8      1923
## 357        Norm     1Fam     2Story           4           4      1910
## 358        Norm     1Fam     2Story           6           7      1900
## 359        Norm     1Fam     2Story           6           7      1917
## 360        Norm     1Fam     1Story           4           3      1910
## 361        Norm     1Fam     1.5Fin           6           6      1920
## 362        Norm     1Fam     2Story           6           7      1910
## 363        Norm     1Fam     1Story           3           3      1900
## 364        Norm     1Fam     1Story           6           6      1923
## 365        Norm     1Fam     1.5Fin           5           7      1930
## 366        Norm     1Fam     1.5Fin           5           5      1924
## 367        Norm     1Fam     1Story           5           6      1925
## 368        Norm     1Fam     1.5Fin           5           6      1938
## 369        Norm     1Fam     1Story           5           5      1925
## 370        Norm     1Fam     2Story           6           6      1915
## 371        Norm     1Fam     2Story           7           8      1915
## 372        Norm   Duplex     2Story           5           1      1922
## 373        Norm     1Fam     2Story           6           5      1927
## 374        Norm     1Fam     2Story           6           7      1915
## 375        Norm   2fmCon     2.5Unf           7           5      1902
## 376        Norm     1Fam     1.5Fin           6           6      1927
## 377        Norm     1Fam     SFoyer           4           6      1923
## 378        Norm   2fmCon     2Story           6           7      1915
## 379        Norm     1Fam     1Story           4           9      1946
## 380        Norm   Duplex     1Story           5           5      1987
## 381        Norm   Duplex     SFoyer           5           5      1978
## 382        Norm     1Fam     1.5Fin           5           3      1934
## 383        Norm     1Fam     1Story           5           6      1967
## 384        Norm     1Fam     SFoyer           6           5      1978
## 385        Norm     1Fam       SLvl           5           5      1961
## 386        Norm     1Fam       SLvl           6           5      1960
## 387        Norm     1Fam       SLvl           5           5      1956
## 388        Norm     1Fam     1Story           2           2      1947
## 389        Norm     1Fam     1Story           4           5      1954
## 390        Norm     1Fam     1Story           5           5      1956
## 391        Norm     1Fam     2Story           6           7      1946
## 392        Norm     1Fam     1Story           5           6      1954
## 393        Norm   TwnhsE     1Story           5           5      1984
## 394        Norm     1Fam       SLvl           7           6      1990
## 395        Norm     1Fam       SLvl           6           5      1983
## 396        Norm     1Fam     2Story           7           5      1993
## 397        Norm     1Fam     2Story           5           7      1880
## 398        Norm   Duplex     2Story           5           5      1979
## 399        Norm   Duplex     1Story           5           5      1979
## 400        Norm   Duplex     SFoyer           5           5      1979
## 401        Norm   Duplex     1Story           5           5      1979
## 402        Norm   Duplex     2Story           7           5      2000
## 403        Norm   Duplex     2Story           7           5      2000
## 404        Norm   Duplex     2Story           7           5      2000
## 405        Norm     1Fam     1Story           9           5      2009
## 406        Norm     1Fam     1Story           9           5      2008
## 407        Norm     1Fam     1Story           8           5      2008
## 408        Norm     1Fam     1Story           8           5      2007
## 409        Norm     1Fam     1Story           7           5      2007
## 410        Norm     1Fam     1Story           8           5      2008
## 411        Norm     1Fam     1Story           8           5      2005
## 412        Norm     1Fam     2Story           6           5      2005
## 413        Norm     1Fam     2Story           7           5      1992
## 414        Norm     1Fam     1Story           5           7      1994
## 415        Norm     1Fam     1Story           7           5      1998
## 416        Norm     1Fam     2Story           6           5      1998
## 417        Norm     1Fam     1Story           7           5      2002
## 418        Norm     1Fam     1Story           7           5      2001
## 419        Norm     1Fam     1Story           5           5      1978
## 420        Norm     1Fam     1Story           5           7      1979
## 421        Norm     1Fam     1Story           7           5      2002
## 422        Norm     1Fam     2Story           8           5      2003
## 423        Norm     1Fam     2Story           7           5      2002
## 424        Norm     1Fam     2Story           7           5      2001
## 425        Norm     1Fam     1Story           8           5      1999
## 426        Norm     1Fam     1Story           8           5      2002
## 427        Norm     1Fam     1Story           7           5      1997
## 428        Norm     1Fam     1Story           8           5      2007
## 429        Norm     1Fam     2Story           6           5      2007
## 430        Norm     1Fam     1Story           4           6      1960
## 431        Norm   TwnhsE     SFoyer           6           5      2005
## 432        Norm     1Fam     1Story           4           5      1959
## 433        Norm     1Fam     1Story           5           5      1950
## 434        Norm   Duplex     1Story           5           5      1959
## 435        Norm     1Fam     1Story           5           5      1956
## 436        Norm     1Fam     1.5Fin           5           6      1941
## 437        Norm     1Fam     1.5Fin           5           4      1938
## 438        Norm     1Fam     2Story           6           6      1935
## 439        Norm     1Fam     1Story           6           8      1916
## 440        Norm     1Fam     2Story           7           8      1918
## 441        Norm     1Fam     1.5Fin           5           6      1940
## 442        Norm     1Fam     1Story           5           4      1960
## 443        Norm   Duplex     2.5Unf           7           6      1940
## 444        Norm     1Fam     1Story           5           6      1954
## 445        Norm     1Fam     1Story           6           6      1960
## 446        Norm     1Fam     1.5Fin           5           7      1949
## 447        Norm     1Fam     1Story           6           5      1954
## 448        Norm    Twnhs     2Story           6           6      1980
## 449        Norm   TwnhsE     2Story           6           6      1980
## 450        Norm    Twnhs     2Story           6           6      1980
## 451        Norm     1Fam       SLvl           6           6      1986
## 452        Norm     1Fam     1Story           7           9      1971
## 453        Norm     1Fam     2Story           5           6      1900
## 454        Norm     1Fam     1Story           4           6      1925
## 455        Norm   TwnhsE     1Story           8           5      2007
## 456        Norm     1Fam     1Story           2           4      1910
## 457        Norm     1Fam     2Story           8           5      2000
## 458        Norm     1Fam     SFoyer           6           6      1977
## 459        Norm     1Fam     SFoyer           6           7      1977
## 460        Norm     1Fam     1Story           5           5      1991
## 461        Norm     1Fam     1Story           9           5      2008
## 462        Norm     1Fam     1Story           9           5      2008
## 463        Norm     1Fam     2Story           6           8      1980
## 464        Norm     1Fam       SLvl           7           5      1987
## 465        Norm     1Fam     2Story           7           5      2003
## 466        Norm     1Fam     1Story           9           5      2007
## 467        Norm     1Fam     1Story           5           7      1968
## 468        Norm     1Fam     1Story           5           5      1969
## 469        Norm     1Fam     SFoyer           5           8      1972
## 470        Norm     1Fam       SLvl           6           5      1993
## 471        Norm     1Fam     SFoyer           5           6      1992
## 472        Norm     1Fam     2Story           5           5      1992
## 473        Norm     1Fam     2Story           5           7      1969
## 474        Norm     1Fam     2Story           6           5      1997
## 475        Norm     1Fam     2Story           6           5      1995
## 476        Norm     1Fam     2Story           6           5      1998
## 477        Norm     1Fam     2Story           6           5      1996
## 478        Norm     1Fam     1Story           5           5      1996
## 479        Norm     1Fam     1Story           8           5      1997
## 480        Norm   TwnhsE     1Story           8           5      1992
## 481        Norm     1Fam     2Story           6           5      1998
## 482        Norm     1Fam     2Story           6           5      1991
## 483        Norm   TwnhsE     1Story           8           5      1989
## 484        Norm     1Fam     2Story           8           5      2005
## 485        Norm     1Fam     1Story           9           5      2004
## 486        Norm     1Fam     1Story           6           2      1952
## 487        PosN   TwnhsE     1Story           9           5      2007
## 488        Norm     1Fam     1Story           6           5      1950
## 489        Norm     1Fam     1Story           7           6      1988
## 490        Norm     1Fam     1Story           7           7      1983
## 491        Norm     1Fam     1Story           7           5      1978
## 492        Norm     1Fam     1Story           7           5      1979
## 493        Norm     1Fam     1Story           6           5      1976
## 494        Norm     1Fam     2Story           7           6      1980
## 495        Norm     1Fam     2Story           5           6      1969
## 496        Norm     1Fam     2Story           7           7      1978
## 497        Norm     1Fam     1Story           6           5      1976
## 498        Norm     1Fam     2Story           8           5      1996
## 499        Norm   Duplex     2Story           5           5      1974
## 500        Norm     1Fam     1Story           4           6      1969
## 501        Norm     1Fam     1Story           5           5      1971
## 502        Norm    Twnhs     2Story           6           5      1973
## 503        Norm    Twnhs     2Story           6           6      1972
## 504        Norm    Twnhs     2Story           5           5      1972
## 505        Norm   TwnhsE     2Story           6           6      1975
## 506        Norm    Twnhs     1Story           7           6      1977
## 507        Norm     1Fam     1Story           8           5      2007
## 508        Norm     1Fam     1Story           8           5      2007
## 509        Norm     1Fam     1Story           9           5      2007
## 510        Norm     1Fam     2Story           9           5      2006
## 511        Norm     1Fam     2Story          10           5      2005
## 512        Norm     1Fam     2Story           9           5      2005
## 513        Norm     1Fam     2Story           8           5      2007
## 514        Norm     1Fam     2Story           8           5      2004
## 515        Norm     1Fam     1Story          10           5      2003
## 516        Norm     1Fam     1Story           8           5      2003
## 517        Norm     1Fam     2Story           8           5      2001
## 518        Norm     1Fam     2Story           8           5      2003
## 519        Norm   TwnhsE     1Story           9           5      2008
## 520        Norm   TwnhsE     1Story           7           5      2005
## 521        Norm   TwnhsE     1Story           9           5      2007
## 522        Norm   TwnhsE     1Story           8           5      2006
## 523        Norm   TwnhsE     1Story           8           5      2006
## 524        Norm    Twnhs     2Story           7           5      2003
## 525        Norm   TwnhsE     1Story           7           5      2003
## 526        Norm   TwnhsE     1Story           7           5      2004
## 527        Norm     1Fam     1Story           7           5      2007
## 528        Norm     1Fam     2Story           6           5      2004
## 529        Norm     1Fam     2Story           7           5      2002
## 530        Norm     1Fam     2Story           7           5      2003
## 531        Norm   TwnhsE     1Story           7           6      2007
## 532        Norm     1Fam     2Story           7           5      2000
## 533        Norm     1Fam     2Story           7           5      2002
## 534        Norm     1Fam     2Story           7           5      1999
## 535        Norm     1Fam     2Story           7           5      1999
## 536        Norm     1Fam     2.5Unf           8           5      1997
## 537        Norm     1Fam     2Story           9           5      2000
## 538        Norm     1Fam     1Story           8           5      1998
## 539        Norm     1Fam     2Story           7           5      1996
## 540        Norm     1Fam     2Story           8           7      1995
## 541        Norm     1Fam     2Story           7           5      1993
## 542        Norm     1Fam     1Story           7           5      2006
## 543        Norm     1Fam     2Story           8           5      2007
## 544        Norm     1Fam     2Story           8           5      2007
## 545        Norm     1Fam     1Story           8           5      2006
## 546        Norm     1Fam     1Story           8           5      2007
## 547        Norm     1Fam     1Story           8           5      2007
## 548        Norm     1Fam     1Story           7           5      2007
## 549        Norm     1Fam     2Story           6           5      2003
## 550        Norm     1Fam     2Story           7           5      2003
## 551        Norm     1Fam     1Story           6           5      2005
## 552        Norm     1Fam     1Story           7           5      2007
## 553        Norm     1Fam     2Story           6           5      1995
## 554        Norm     1Fam     2Story           6           5      1993
## 555        Norm     1Fam     2Story           7           5      1994
## 556        Norm     1Fam     2Story           6           5      2001
## 557        Norm     1Fam     2Story           7           5      1992
## 558        Norm     1Fam     1Story           5           5      1963
## 559        Norm     1Fam     1Story           5           8      1961
## 560        Norm   2fmCon     1Story           5           5      1968
## 561        Norm     1Fam     1Story           5           5      1963
## 562        Norm     1Fam     1Story           6           5      1974
## 563        Norm     1Fam     1.5Fin           5           4      1972
## 564        Norm     1Fam     2Story           6           5      1990
## 565        Norm     1Fam     1.5Fin           9           5      1993
## 566        Norm   TwnhsE     1Story           7           5      2004
## 567        Norm   TwnhsE     2Story           6           5      2005
## 568        Norm   TwnhsE     2Story           7           5      2007
## 569        Norm    Twnhs     2Story           6           5      1999
## 570        Norm   TwnhsE     1Story           9           5      2000
## 571        Norm   TwnhsE     1Story           9           5      2001
## 572        Norm   TwnhsE     1Story           9           5      2001
## 573        Norm   TwnhsE     1Story           9           5      1999
## 574        Norm    Twnhs       SLvl           7           5      1999
## 575        Norm     1Fam     2Story           7           5      2001
## 576        Norm    Twnhs     2Story           8           5      1999
## 577        Norm    Twnhs     2Story           8           5      1999
## 578        Norm   TwnhsE     2Story          10           5      1998
## 579        Norm   TwnhsE     1Story           8           5      1995
## 580        Norm     1Fam     2Story           9           3      1977
## 581        Norm     1Fam     1Story           8           9      1976
## 582        Norm     1Fam     2Story           7           5      2002
## 583        Norm     1Fam       SLvl           6           6      1969
## 584        Norm     1Fam     1Story           6           5      1968
## 585        Norm     1Fam     1Story           7           7      1967
## 586        Norm   Duplex     1Story           5           6      1965
## 587        Norm     1Fam     2Story           5           6      1968
## 588        Norm     1Fam     1Story           5           7      1965
## 589        Norm   Duplex     1Story           5           5      1965
## 590        Norm     1Fam     2Story           7           6      1971
## 591        Norm     1Fam     1Story           5           5      1956
## 592        Norm     1Fam     1Story           5           5      1961
## 593        Norm     1Fam     1Story           5           7      1960
## 594       Feedr     1Fam     2Story           4           7      1937
## 595        Norm     1Fam     1Story           5           6      1960
## 596        Norm     1Fam     1Story           5           8      1950
## 597        Norm     1Fam     1Story           5           5      1953
## 598        Norm     1Fam     2Story           6           7      1966
## 599        Norm     1Fam     1Story           5           4      1957
## 600        Norm     1Fam     1Story           5           7      1959
## 601        Norm     1Fam     1Story           6           6      1958
## 602        Norm     1Fam     1Story           5           5      1956
## 603        Norm     1Fam     1Story           5           6      1952
## 604        Norm     1Fam     1Story           5           6      1953
## 605        Norm     1Fam     1Story           5           5      1953
## 606        Norm     1Fam     1Story           6           5      1957
## 607        Norm     1Fam     1Story           5           3      1957
## 608        Norm   Duplex     1Story           5           5      1957
## 609        Norm     1Fam     1Story           4           6      1948
## 610        Norm     1Fam     1.5Fin           5           8      1925
## 611        Norm     1Fam     1Story           4           7      1940
## 612        Norm     1Fam     1.5Fin           5           5      1922
## 613        Norm     1Fam     1Story           5           6      1968
## 614        Norm     1Fam     1Story           7           7      1958
## 615        Norm     1Fam     1Story           6           6      1960
## 616        Norm     1Fam     1Story           5           7      1951
## 617        Norm     1Fam     1Story           5           6      1959
## 618        Norm     1Fam     1Story           5           5      1962
## 619        Norm     1Fam     1.5Fin           6           6      1948
## 620        Norm     1Fam     1.5Unf           6           7      1954
## 621        Norm     1Fam     1.5Fin           6           5      1954
## 622        Norm   Duplex     1Story           5           5      1961
## 623        Norm     1Fam     1.5Fin           5           6      1955
## 624        Norm     1Fam     1Story           5           7      1954
## 625        Norm     1Fam     1Story           5           5      1963
## 626        Norm     1Fam     1Story           6           5      2008
## 627        Norm     1Fam     1.5Fin           5           7      1948
## 628        Norm     1Fam     2Story           5           5      1910
## 629        Norm     1Fam     1Story           5           4      1940
## 630        Norm     1Fam     2.5Unf           6           7      1915
## 631        Norm   2fmCon     1.5Fin           4           6      1910
## 632        Norm     1Fam     1.5Fin           4           6      1940
## 633        Norm     1Fam     1.5Fin           5           5      1920
## 634        Norm     1Fam     1Story           7           6      1920
## 635        Norm   2fmCon     1.5Fin           6           6      1940
## 636        Norm     1Fam     1Story           5           6      1910
## 637        Norm     1Fam     1.5Fin           5           9      1890
## 638        Norm     1Fam     1.5Fin           5           6      1946
## 639        Norm     1Fam     1Story           2           5      1946
## 640        Norm     1Fam     1Story           3           1      1949
## 641        Norm   2fmCon     2Story           5           5      1900
## 642        Norm     1Fam     2Story           7           8      1920
## 643        Norm     1Fam     1.5Fin           5           7      1900
## 644        Norm   2fmCon     2Story           5           5      1920
## 645        Norm     1Fam     2Story           5           9      1905
## 646        Norm     1Fam     2Story           2           1      1920
## 647        Norm     1Fam     2Story           7           7      1890
## 648        Norm     1Fam     1Story           5           6      1959
## 649        Norm     1Fam     1Story           4           6      1958
## 650        Norm     1Fam     1Story           5           7      1928
## 651      Artery     1Fam     1.5Fin           7           7      1945
## 652        Norm     1Fam     1.5Fin           5           5      1935
## 653        Norm     1Fam     1.5Fin           5           7      1941
## 654       Feedr     1Fam     2Story           6           9      1900
## 655        Norm     1Fam     1.5Fin           6           7      1940
## 656        Norm     1Fam     1Story           5           7      1924
## 657        Norm     1Fam     1.5Fin           6           7      1937
## 658        Norm     1Fam     1.5Fin           6           5      1939
## 659        Norm     1Fam     1.5Unf           6           7      1926
## 660        Norm     1Fam     1.5Fin           5           7      1920
## 661        Norm     1Fam     1Story           4           7      1946
## 662        Norm     1Fam     1.5Fin           4           7      1929
## 663        Norm     1Fam     1Story           5           6      1945
## 664        Norm     1Fam     1.5Fin           7           5      1939
## 665        Norm     1Fam     2Story           5           5      1923
## 666        Norm     1Fam     1.5Fin           6           4      1915
## 667        Norm   2fmCon     2.5Unf           6           8      1910
## 668        Norm     1Fam     1.5Fin           6           8      1910
## 669        Norm     1Fam     1Story           6           6      1930
## 670        Norm     1Fam     2Story           6           6      1952
## 671        Norm     1Fam     1.5Fin           6           6      1938
## 672        Norm     1Fam     1.5Fin           5           6      1915
## 673        Norm     1Fam     1Story           6           7      1925
## 674        Norm     1Fam     1.5Fin           6           6      1925
## 675        Norm     1Fam     1Story           5           8      1912
## 676        Norm   2fmCon     2Story           3           3      1915
## 677        Norm     1Fam     1Story           5           6      1947
## 678        Norm     1Fam     SFoyer           5           6      1963
## 679        Norm     1Fam       SLvl           6           5      1978
## 680        Norm     1Fam     1Story           5           7      1967
## 681        Norm     1Fam     SFoyer           6           8      1978
## 682        Norm     1Fam     1Story           5           5      1967
## 683        Norm     1Fam     SFoyer           5           5      1984
## 684        Norm   2fmCon     1Story           5           4      1920
## 685        Norm     1Fam     1Story           5           8      1963
## 686        Norm     1Fam     1Story           6           8      1956
## 687        Norm     1Fam     1Story           5           3      1960
## 688        Norm     1Fam     1.5Fin           5           7      1941
## 689        Norm     1Fam       SLvl           5           8      1970
## 690        Norm     1Fam     1Story           7           6      1979
## 691        Norm     1Fam     1.5Fin           7           5      1948
## 692        Norm     1Fam     1Story           5           7      1940
## 693        Norm     1Fam     1Story           5           6      1956
## 694        Norm   Duplex     SFoyer           5           5      1975
## 695        Norm     1Fam     2Story           6           8      1962
## 696        Norm     1Fam     2Story           6           5      1995
## 697        Norm     1Fam     1Story           7           5      1994
## 698        Norm     1Fam     2Story           7           5      1993
## 699        Norm     1Fam       SLvl           7           5      1996
## 700        Norm     1Fam     2Story           7           5      2007
## 701        Norm     1Fam     1Story           8           5      2007
## 702        Norm     1Fam     1Story           9           5      2008
## 703        Norm     1Fam     1Story           9           5      2008
## 704        Norm     1Fam       SLvl           8           5      1995
## 705        Norm     1Fam     1Story           6           6      1966
## 706        Norm     1Fam     1Story           5           7      1994
## 707        Norm     1Fam     1Story           7           5      1997
## 708        Norm     1Fam     2Story           6           5      1997
## 709        Norm     1Fam     2Story           7           5      2000
## 710        Norm     1Fam     2Story           7           5      2000
## 711        Norm     1Fam     1Story           5           6      1978
## 712        Norm     1Fam     1Story           5           6      1975
## 713        Norm     1Fam     1Story           5           6      1975
## 714        Norm     1Fam     2Story           7           5      2001
## 715        Norm     1Fam     2Story           9           5      2001
## 716        Norm     1Fam     1Story           8           5      2002
## 717        Norm     1Fam     2Story           7           5      2003
## 718        Norm     1Fam     2Story           8           5      1999
## 719        Norm   TwnhsE     1Story           6           5      2004
## 720        Norm   Duplex     SFoyer           6           5      1997
## 721        Norm     1Fam     1Story           7           5      2004
## 722        Norm     1Fam     1Story           7           6      2007
## 723        Norm     1Fam     1Story           7           5      2007
## 724        Norm     1Fam     1Story           5           5      1966
## 725        Norm     1Fam     SFoyer           5           5      1976
## 726        Norm     1Fam     1Story           6           6      1976
## 727        Norm     1Fam       SLvl           6           6      1977
## 728        Norm     1Fam     2Story           6           7      1976
## 729        Norm     1Fam     1Story           5           7      1959
## 730        Norm   Duplex     1Story           4           5      1955
## 731        Norm   Duplex     1Story           4           5      1955
## 732        Norm   2fmCon     1Story           4           5      1955
## 733        Norm     1Fam     1.5Fin           5           7      1938
## 734        Norm     1Fam     1.5Fin           5           8      1947
## 735        Norm     1Fam     1Story           4           5      1953
## 736        Norm     1Fam       SLvl           4           6      1954
## 737        Norm     1Fam     1.5Fin           4           7      1923
## 738        Norm     1Fam     1Story           7           8      1921
## 739        Norm   Duplex     2.5Unf           6           7      1930
## 740        Norm     1Fam     2Story           6           6      1926
## 741        Norm     1Fam     1.5Fin           6           6      1914
## 742        Norm     1Fam     2Story           8           9      1925
## 743        Norm     1Fam     2Story           6           3      1923
## 744        Norm     1Fam     1.5Fin           5           6      1937
## 745        Norm     1Fam     1.5Fin           5           4      1938
## 746        Norm     1Fam     1Story           6           5      1951
## 747        Norm     1Fam     2Story           8           6      1935
## 748        Norm     1Fam     1.5Fin           7           9      1950
## 749        Norm     1Fam     1Story           5           5      1956
## 750        Norm    Twnhs     2Story           6           6      1980
## 751        Norm     1Fam     1Story           6           8      1926
## 752        Norm     1Fam     1.5Fin           6           8      1940
## 753        Norm     1Fam     1.5Fin           5           7      1930
## 754        Norm     1Fam       SLvl           5           5      1967
## 755        Norm     1Fam     1Story           5           7      1930
## 756        Norm     1Fam     1.5Fin           5           5      1958
## 757        Norm     1Fam     1Story           1           5      1952
## 758        Norm     1Fam     2Story           4           7      1895
## 759        Norm     1Fam     1.5Fin           4           7      1910
## 760        Norm     1Fam     2Story           4           6      1920
## 761        Norm   TwnhsE     1Story           8           5      2007
## 762        Norm   TwnhsE     1Story           7           5      2004
## 763        Norm     1Fam     1Story           7           5      1996
## 764        Norm     1Fam     2Story           7           5      1996
## 765        Norm   Duplex     2Story           5           4      1976
## 766        Norm     1Fam     1Story           4           5      1991
## 767        Norm   TwnhsE     1Story           7           6      1986
## 768        Norm     1Fam     1Story           8           5      2006
## 769        Norm     1Fam     2Story           8           5      2007
## 770        Norm     1Fam       SLvl           5           5      2006
## 771        Norm     1Fam     2Story           7           5      2008
## 772        Norm     1Fam     1Story           6           5      1989
## 773        Norm     1Fam     1Story           6           5      1986
## 774        Norm     1Fam     1Story           8           5      2003
## 775        Norm     1Fam     1Story           6           5      1999
## 776        Norm     1Fam     1Story           8           5      2007
## 777        Norm     1Fam     1Story           8           5      2005
## 778        Norm   Duplex     SFoyer           7           5      1997
## 779      Artery     1Fam     1Story           5           5      2007
## 780        Norm   TwnhsE     1Story           6           5      1997
## 781        Norm     1Fam     SFoyer           4           5      1964
## 782        Norm   TwnhsE     1Story           5           6      1975
## 783        Norm   TwnhsE     2Story           5           7      1976
## 784        Norm    Twnhs     SFoyer           4           7      1973
## 785        Norm    Twnhs       SLvl           4           6      1973
## 786        Norm     1Fam     1Story           5           6      1968
## 787        Norm    Twnhs     2Story           6           9      1970
## 788        Norm     1Fam     1Story           5           7      1983
## 789        Norm     1Fam     1Story           5           6      1982
## 790        Norm     1Fam     1Story           5           6      1984
## 791        Norm     1Fam     2.5Unf           5           1      1900
## 792        Norm     1Fam     1Story           6           6      1971
## 793        Norm     1Fam       SLvl           6           5      1997
## 794        Norm     1Fam       SLvl           6           5      1994
## 795        Norm     1Fam     2Story           6           5      1999
## 796        Norm     1Fam     2Story           7           5      1996
## 797        Norm     1Fam     2Story           6           5      1999
## 798        Norm     1Fam     1Story           7           5      1992
## 799        Norm     1Fam     2Story           6           5      1993
## 800        Norm     1Fam     1Story           6           6      1964
## 801        Norm   TwnhsE     1Story           8           5      1988
## 802        Norm   TwnhsE     1Story           8           5      1990
## 803        Norm     1Fam     2Story           8           5      2005
## 804        Norm     1Fam     1Story           9           5      2006
## 805        Norm   2fmCon     1Story           5           5      1969
## 806        Norm   TwnhsE     1Story           9           5      2006
## 807        Norm     1Fam     1Story           8           5      2006
## 808        PosA     1Fam     1Story          10           5      2006
## 809        Norm     1Fam     1Story           6           5      1984
## 810        Norm     1Fam     2Story           7           7      1981
## 811        Norm     1Fam     1Story           7           6      1978
## 812        Norm     1Fam     2Story           7           5      1979
## 813        Norm     1Fam     1Story           6           6      1984
## 814        Norm     1Fam     1Story           6           5      1979
## 815        Norm     1Fam     1Story           6           5      1971
## 816        Norm     1Fam       SLvl           7           6      1976
## 817        Norm     1Fam     2Story           6           6      1974
## 818        Norm     1Fam     1Story           5           6      1970
## 819        Norm     1Fam     1Story           5           5      1970
## 820        Norm     1Fam     1Story           4           7      1961
## 821        Norm   TwnhsE     1Story           6           5      2001
## 822        Norm   TwnhsE     1Story           6           5      1997
## 823        Norm    Twnhs     2Story           6           6      1973
## 824        Norm    Twnhs     2Story           6           5      1973
## 825        Norm    Twnhs     1Story           7           7      1978
## 826        Norm     1Fam     1Story           5           6      1966
## 827        Norm     1Fam     1Story           9           5      2006
## 828        Norm     1Fam     1Story           8           5      2006
## 829        Norm     1Fam     1Story           8           5      2007
## 830        Norm     1Fam     2Story           9           5      2007
## 831        Norm     1Fam     2Story           8           5      2006
## 832        Norm     1Fam     1Story          10           5      2005
## 833        Norm     1Fam     1Story           9           5      2007
## 834        Norm     1Fam     2Story           9           5      2005
## 835        Norm     1Fam     1Story          10           5      2007
## 836        Norm     1Fam     2Story           8           5      2007
## 837        Norm     1Fam     2Story           8           5      2007
## 838        Norm     1Fam     1Story           9           5      2006
## 839        Norm     1Fam     2Story           8           5      2004
## 840        Norm     1Fam     2Story           8           5      2003
## 841        Norm     1Fam     2Story           8           5      2007
## 842        Norm     1Fam     1Story           7           5      2005
## 843        Norm     1Fam     1Story           8           5      2005
## 844        Norm     1Fam     2Story           8           5      2006
## 845        Norm    Twnhs     1Story           6           5      2005
## 846        Norm    Twnhs     1Story           6           5      2005
## 847        Norm   TwnhsE     1Story           6           5      2005
## 848        Norm    Twnhs     1Story           8           5      2006
## 849        Norm   TwnhsE     1Story           9           5      2005
## 850        Norm   TwnhsE     1Story           8           5      2006
## 851        Norm   TwnhsE     1Story           7           5      2003
## 852        Norm     1Fam     2Story           6           5      2007
## 853        Norm     1Fam     2Story           6           5      2005
## 854        Norm     1Fam     2Story           7           5      2006
## 855        Norm     1Fam     2Story           6           5      2006
## 856        Norm     1Fam     2Story           6           5      2006
## 857        Norm     1Fam     1Story           6           5      2005
## 858        Norm     1Fam     2Story           6           5      2007
## 859        Norm     1Fam     2Story           7           5      2007
## 860        Norm     1Fam     1Story           7           6      2007
## 861        Norm   TwnhsE     1Story           8           5      2003
## 862        Norm     1Fam     1Story           7           5      2007
## 863        Norm     1Fam       SLvl           7           5      2004
## 864        Norm     1Fam       SLvl           7           5      2004
## 865        Norm     1Fam     1Story           7           5      2006
## 866        Norm     1Fam       SLvl           7           5      2003
## 867        Norm     1Fam     2Story           7           5      2003
## 868        Norm     1Fam     2Story           7           5      2002
## 869        Norm     1Fam     2Story           6           5      2000
## 870        Norm     1Fam     2Story           6           5      1999
## 871        Norm     1Fam     2Story           8           5      1997
## 872        Norm     1Fam     2Story           9           5      1998
## 873        Norm     1Fam     2Story           8           5      1998
## 874        Norm     1Fam     2Story           7           5      1998
## 875        Norm     1Fam     2Story           8           5      1992
## 876        Norm     1Fam     2Story           8           5      1996
## 877        Norm     1Fam     1Story           7           6      2007
## 878        Norm     1Fam     1Story           8           5      2007
## 879        Norm     1Fam     1Story           8           5      2006
## 880        Norm     1Fam     1Story          10           5      2007
## 881        Norm     1Fam     1Story           7           5      2007
## 882        Norm     1Fam     1Story           8           5      2005
## 883        Norm     1Fam     1Story           7           5      2005
## 884        Norm     1Fam     2Story           7           5      2006
## 885        Norm     1Fam     2Story           8           5      2006
## 886        Norm     1Fam     1Story           8           5      2007
## 887        Norm     1Fam     1Story           7           5      2006
## 888        Norm     1Fam     2Story           8           5      2007
## 889        Norm     1Fam     2Story           5           5      2007
## 890        Norm     1Fam     2Story           8           5      2007
## 891        Norm     1Fam     1Story           8           5      2007
## 892        Norm     1Fam     1Story           8           5      2006
## 893        Norm     1Fam     2Story           6           5      2004
## 894        Norm     1Fam     1Story           6           5      2006
## 895        Norm     1Fam     1Story           7           5      2006
## 896        Norm     1Fam     1Story           5           5      2003
## 897        Norm     1Fam     1Story           7           5      2006
## 898        Norm     1Fam     2Story           6           5      1993
## 899        Norm   TwnhsE     2Story           6           5      1980
## 900        Norm     1Fam     1Story           5           5      1977
## 901        Norm     1Fam     1Story           5           7      1968
## 902        Norm     1Fam     2Story           7           5      1990
## 903        Norm     1Fam     1Story           5           5      1974
## 904        Norm     1Fam     1Story           6           7      1973
## 905        Norm   TwnhsE     1Story           8           5      2004
## 906        Norm   TwnhsE     1Story           8           5      2006
## 907        Norm   TwnhsE     1Story           8           5      2006
## 908        Norm   TwnhsE     1Story           7           5      2006
## 909        Norm   TwnhsE     1Story           8           5      2006
## 910        Norm    Twnhs     2Story           6           5      1999
## 911        Norm    Twnhs     2Story           6           5      2000
## 912        Norm     1Fam     1Story           7           5      1999
## 913        Norm     1Fam     2Story           8           5      2003
## 914        Norm     1Fam     2Story           8           5      1998
## 915        Norm   TwnhsE     1Story           8           5      1994
## 916        Norm     1Fam     1Story           7           6      1980
## 917        Norm     1Fam     1Story           8           5      1981
## 918        Norm     1Fam     1Story           6           6      1968
## 919        Norm     1Fam     2Story           6           6      1970
## 920        Norm     1Fam     SFoyer           6           6      1969
## 921        Norm     1Fam     1Story           6           5      1968
## 922        Norm     1Fam     1Story           7           7      1972
## 923        Norm     1Fam     1Story           7           6      1993
## 924        Norm     1Fam     2Story           7           6      1993
## 925        Norm     1Fam     1Story           6           7      1966
## 926        Norm     1Fam     1Story           6           5      1963
## 927        Norm     1Fam     1Story           5           6      1967
## 928        Norm   Duplex     1Story           4           5      1964
## 929        Norm     1Fam     1Story           5           5      1956
## 930        Norm     1Fam     1Story           5           5      1961
## 931        Norm     1Fam     1Story           5           7      1961
## 932        Norm     1Fam     1Story           5           7      1960
## 933        Norm     1Fam     1Story           7           6      1966
## 934        Norm     1Fam       SLvl           6           5      1965
## 935        Norm     1Fam     2Story           6           7      1964
## 936        Norm     1Fam     1Story           6           5      1964
## 937        Norm     1Fam     1Story           6           7      1959
## 938        Norm     1Fam     1.5Unf           5           7      1940
## 939        Norm     1Fam     1Story           3           3      1946
## 940        Norm     1Fam     1.5Fin           3           5      1945
## 941       Feedr     1Fam     1Story           5           8      1958
## 942        Norm     1Fam     1Story           5           6      1955
## 943        Norm   Duplex     1Story           5           5      1968
## 944        Norm     1Fam     SFoyer           5           6      1966
## 945        Norm     1Fam       SLvl           6           5      1961
## 946        Norm     1Fam     1Story           6           7      1957
## 947        Norm     1Fam     1Story           5           6      1956
## 948        Norm     1Fam     1Story           5           7      1963
## 949        Norm     1Fam     1Story           5           5      1960
## 950        Norm     1Fam     1Story           6           6      1957
## 951        Norm     1Fam     1Story           5           5      1957
## 952        Norm     1Fam     1Story           5           6      1955
## 953        Norm     1Fam     1Story           5           5      1955
## 954        Norm     1Fam     1Story           5           9      1953
## 955        Norm   Duplex     1Story           5           5      1958
## 956        Norm     1Fam     1Story           6           6      1952
## 957        Norm     1Fam     1Story           6           7      1953
## 958        Norm     1Fam     1Story           5           8      1956
## 959        Norm     1Fam     1.5Fin           4           4      1955
## 960        Norm     1Fam     1Story           5           5      1955
## 961        Norm     1Fam     1Story           4           6      1953
## 962        Norm     1Fam     1Story           5           5      1952
## 963        Norm     1Fam     1.5Fin           4           7      1890
## 964        Norm     1Fam     1.5Fin           5           6      1953
## 965        Norm     1Fam     2Story           5           4      1935
## 966        Norm     1Fam     1.5Fin           4           7      1925
## 967        Norm     1Fam     2Story           5           9      1895
## 968        Norm     1Fam       SLvl           7           5      1963
## 969        Norm     1Fam     1Story           5           7      1961
## 970        Norm     1Fam     1Story           6           6      1968
## 971        Norm     1Fam     1Story           5           3      1950
## 972        Norm     1Fam     1Story           5           7      1959
## 973        Norm     1Fam     1Story           5           6      1958
## 974        Norm     1Fam     1Story           5           5      1960
## 975        Norm     1Fam     1Story           5           5      1960
## 976        Norm     1Fam     1Story           5           6      1961
## 977        Norm     1Fam     1Story           5           5      1962
## 978        Norm     1Fam     SFoyer           5           5      1962
## 979        Norm     1Fam     1Story           5           7      1926
## 980        Norm     1Fam     1.5Fin           6           6      1927
## 981        Norm     1Fam     1Story           5           5      1922
## 982        Norm     1Fam     1Story           5           6      1920
## 983        Norm     1Fam     1Story           5           8      1940
## 984        Norm     1Fam     1.5Fin           5           8      1900
## 985        Norm     1Fam     1.5Fin           4           6      1900
## 986        Norm     1Fam     2Story           4           8      1900
## 987        Norm     1Fam     2Story           8           9      1910
## 988        Norm     1Fam     2Story           6           6      1927
## 989        Norm     1Fam     2Story           5           7      1910
## 990        Norm     1Fam     1.5Fin           6           8      1910
## 991        Norm     1Fam     2Story           5           7      1930
## 992        Norm     1Fam     2.5Unf           7           8      1879
## 993        Norm     1Fam     1Story           4           6      1956
## 994        Norm     1Fam       SLvl           4           7      1949
## 995        Norm     1Fam     1Story           5           7      1925
## 996      Artery     1Fam     1.5Fin           5           6      1950
## 997        Norm     1Fam     1.5Fin           5           7      1939
## 998        Norm     1Fam     2Story           6           6      1939
## 999        Norm     1Fam     1.5Unf           5           7      1939
## 1000       Norm     1Fam     1.5Fin           6           5      1938
## 1001       Norm     1Fam     1.5Fin           5           8      1939
## 1002       Norm     1Fam     1.5Fin           5           7      1930
## 1003       Norm     1Fam     1.5Fin           5           6      1926
## 1004       Norm     1Fam     2Story           6           8      1918
## 1005       Norm     1Fam     1.5Fin           6           7      1920
## 1006       Norm     1Fam     1.5Fin           5           5      1926
## 1007       Norm     1Fam     2Story           7           6      1929
## 1008       Norm     1Fam     1.5Fin           5           4      1901
## 1009       Norm     1Fam     1.5Fin           5           3      1901
## 1010       Norm     1Fam       SLvl           6           6      1963
## 1011       Norm     1Fam     2Story           7           9      1950
## 1012       Norm     1Fam     1.5Fin           6           5      1915
## 1013       Norm   2fmCon     1.5Fin           4           6      1958
## 1014       Norm     1Fam     1.5Fin           4           1      1910
## 1015       Norm     1Fam     2Story           7           8      1937
## 1016       Norm   2fmCon     1.5Fin           5           6      1942
## 1017       Norm   2fmCon     SFoyer           5           5      1963
## 1018       Norm     1Fam     SFoyer           5           5      1964
## 1019       Norm     1Fam     1Story           4           3      1964
## 1020       Norm     1Fam       SLvl           5           8      1964
## 1021       Norm     1Fam     1Story           5           4      1966
## 1022       Norm   2fmCon     1Story           5           6      1971
## 1023       Norm     1Fam     1Story           5           5      1968
## 1024       Norm     1Fam     1Story           5           5      1967
## 1025       Norm     1Fam     1Story           5           7      1966
## 1026       Norm     1Fam     1Story           5           5      1956
## 1027       Norm     1Fam     2Story           5           4      1920
## 1028       Norm     1Fam     1.5Fin           7           8      1940
## 1029       Norm     1Fam     1Story           6           5      1954
## 1030       Norm     1Fam     1Story           5           6      1958
## 1031       Norm     1Fam     1Story           4           7      1945
## 1032       Norm     1Fam     1Story           6           5      1984
## 1033       Norm     1Fam     1Story           5           7      1948
## 1034       Norm     1Fam     1Story           5           5      1953
## 1035       Norm     1Fam     1Story           4           5      1946
## 1036       Norm     1Fam     1Story           6           7      1954
## 1037       Norm     1Fam     1.5Fin           6           6      1954
## 1038       Norm     1Fam     1Story           5           5      1958
## 1039       Norm     1Fam     1Story           4           5      1958
## 1040       Norm   TwnhsE     1Story           5           6      1984
## 1041       Norm     1Fam     1Story           5           6      1951
## 1042       Norm     1Fam     1.5Fin           5           6      1951
## 1043       Norm     1Fam     1.5Fin           4           5      1920
## 1044       Norm     1Fam     1.5Fin           6           5      1984
## 1045       Norm     1Fam     2Story           7           5      1994
## 1046       Norm     1Fam     1Story           8           5      2007
## 1047       Norm     1Fam     1Story           8           5      2006
## 1048       Norm     1Fam     1Story           8           5      2007
## 1049       Norm     1Fam     1Story           7           5      2005
## 1050       Norm     1Fam     1Story           8           5      2006
## 1051       Norm     1Fam     1Story           7           5      2005
## 1052       Norm     1Fam     2Story           7           5      2005
## 1053       Norm     1Fam     2Story           7           5      1988
## 1054       Norm     1Fam     1Story           8           6      1976
## 1055       Norm     1Fam     1Story           5           5      1994
## 1056       Norm     1Fam     2Story           6           6      1997
## 1057       Norm     1Fam     1Story           5           7      1994
## 1058       Norm     1Fam     1Story           5           5      1996
## 1059       Norm     1Fam     2Story           7           5      1999
## 1060       Norm     1Fam     2Story           7           5      1998
## 1061       Norm     1Fam     2Story           7           5      2001
## 1062       Norm     1Fam     2Story           7           5      2000
## 1063       Norm     1Fam     1Story           5           5      1974
## 1064       Norm     1Fam       SLvl           5           5      1976
## 1065       Norm     1Fam       SLvl           5           7      1977
## 1066       Norm     1Fam     1Story           5           5      1977
## 1067       Norm     1Fam     1Story           5           4      1977
## 1068       Norm     1Fam     1Story           5           6      1975
## 1069       Norm     1Fam     1Story           5           5      1972
## 1070       Norm     1Fam     1Story           4           8      1972
## 1071       Norm     1Fam     1Story           7           5      2000
## 1072       Norm     1Fam     2Story           7           5      2003
## 1073       Norm     1Fam     2Story           7           5      2002
## 1074       Norm     1Fam     1Story           8           5      1994
## 1075       Norm     1Fam     2Story           8           5      2001
## 1076       Norm     1Fam     2Story           7           5      1996
## 1077       Norm     1Fam     1Story           8           5      1999
## 1078       Norm     1Fam     2Story           7           5      2007
## 1079       Norm     1Fam     1Story           7           5      2005
## 1080       Norm     1Fam     1Story           6           5      2006
## 1081       Norm     1Fam     2Story           7           5      2006
## 1082       Norm     1Fam     2Story           5           5      2005
## 1083       Norm     1Fam     SFoyer           5           5      1967
## 1084       Norm     1Fam     1Story           4           6      1963
## 1085       Norm     1Fam     1.5Fin           5           6      1925
## 1086       Norm     1Fam     1Story           6           6      1960
## 1087       Norm     1Fam       SLvl           6           6      1976
## 1088       Norm   Duplex     2Story           5           6      1979
## 1089       Norm     1Fam     2Story           5           5      2005
## 1090       Norm     1Fam     1Story          10           5      2008
## 1091       Norm   TwnhsE     SFoyer           6           5      2005
## 1092       Norm     1Fam     1Story           5           7      1959
## 1093       Norm   Duplex     1Story           4           3      1955
## 1094       Norm   Duplex     1Story           5           6      1946
## 1095       Norm     1Fam     1.5Fin           6           8      1920
## 1096       Norm     1Fam     1Story           4           5      1955
## 1097       Norm     1Fam     1Story           4           5      1955
## 1098       Norm   Duplex     2Story           5           6      1923
## 1099       Norm     1Fam     1Story           5           5      1926
## 1100       Norm     1Fam     1.5Fin           6           7      1921
## 1101       Norm     1Fam     2Story           7           8      1930
## 1102       Norm     1Fam     2Story           6           7      1921
## 1103       Norm     1Fam     2Story           6           8      1926
## 1104       Norm     1Fam     2.5Unf           7           7      1927
## 1105       Norm     1Fam     1Story           5           5      1951
## 1106       Norm     1Fam     1.5Fin           4           6      1930
## 1107       Norm   2fmCon     1.5Fin           5           5      1941
## 1108       Norm     1Fam     1Story           6           4      1960
## 1109       Norm     1Fam     1Story           6           6      1968
## 1110       Norm    Twnhs     2Story           6           6      1980
## 1111       Norm     1Fam     1Story           4           5      1995
## 1112       Norm   TwnhsE     1Story           8           5      1988
## 1113       Norm     1Fam     1Story           7           5      1971
## 1114       Norm     1Fam     1Story           8           5      1986
## 1115       Norm     1Fam     1.5Fin           6           7      1940
## 1116       Norm     1Fam     1.5Fin           5           7      1925
## 1117       Norm     1Fam     2Story           5           6      1923
## 1118       Norm     1Fam     1Story           5           7      1922
## 1119       Norm     1Fam     1.5Fin           2           4      1939
## 1120       Norm   2fmCon     2Story           5           6      1895
## 1121       Norm     1Fam     1Story           4           6      1957
## 1122       Norm     1Fam     1Story           5           9      1930
## 1123       Norm   TwnhsE     1Story           8           5      2006
## 1124       Norm     1Fam     SFoyer           6           6      1979
## 1125       Norm     1Fam     1Story           5           5      2002
## 1126       Norm     1Fam     1Story           7           5      2002
## 1127       Norm     1Fam     1Story           7           5      1991
## 1128       Norm     1Fam       SLvl           7           6      1975
## 1129       Norm     1Fam     SFoyer           6           6      1974
## 1130       Norm   TwnhsE     1Story           7           6      1987
## 1131       Norm     1Fam     1Story           6           8      1958
## 1132       Norm     1Fam     1Story           7           5      2006
## 1133       Norm     1Fam     1Story           8           5      2006
## 1134       Norm     1Fam     1Story           7           7      1985
## 1135       Norm     1Fam     1Story           8           5      2001
## 1136       Norm     1Fam     1Story           8           5      2002
## 1137       Norm     1Fam     1Story           6           5      1996
## 1138       Norm     1Fam     2Story           7           5      2003
## 1139       PosA     1Fam     1Story          10           5      2006
## 1140       Norm     1Fam     1Story           3           5      1953
## 1141       Norm   TwnhsE     SFoyer           6           5      1996
## 1142       Norm    Twnhs     2Story           4           4      1972
## 1143       Norm    Twnhs       SLvl           4           5      1970
## 1144       Norm   TwnhsE     2Story           4           6      1970
## 1145       Norm    Twnhs     2Story           4           3      1976
## 1146       Norm     1Fam     SFoyer           5           5      1977
## 1147       Norm     1Fam       SLvl           6           6      1977
## 1148       Norm     1Fam     1Story           5           6      1977
## 1149       Norm     1Fam     2Story           5           7      1977
## 1150       Norm     1Fam     SFoyer           5           7      1971
## 1151       Norm     1Fam     1Story           4           3      1961
## 1152       Norm     1Fam     1Story           5           6      1976
## 1153       Norm     1Fam     1Story           5           7      1983
## 1154       Norm     1Fam     1Story           5           6      1984
## 1155       Norm     1Fam     1Story           6           5      1954
## 1156       Norm     1Fam     1Story           6           6      1956
## 1157       Norm     1Fam     1Story           5           5      1957
## 1158       Norm     1Fam     1Story           6           6      1957
## 1159       Norm     1Fam     1Story           7           6      1969
## 1160       Norm     1Fam     2Story           6           5      1997
## 1161       Norm     1Fam     2Story           6           5      1995
## 1162       Norm     1Fam     2Story           6           5      1996
## 1163       Norm     1Fam     2Story           8           5      2005
## 1164       Norm     1Fam     2Story           7           5      2005
## 1165       Norm     1Fam     2Story           8           5      1994
## 1166       Norm     1Fam     1Story           6           6      1993
## 1167       Norm   TwnhsE     1Story           8           5      1987
## 1168       Norm     1Fam     2Story           9           5      2005
## 1169       Norm     1Fam     2Story          10           5      2006
## 1170       Norm     1Fam     2Story           9           5      2006
## 1171       Norm     1Fam     2Story          10           5      2006
## 1172       Norm     1Fam     2Story           9           5      2005
## 1173       Norm   TwnhsE     1Story           9           5      2005
## 1174       Norm     1Fam     1Story           9           5      2005
## 1175       Norm     1Fam     SFoyer           6           6      1980
## 1176       Norm     1Fam     2Story           7           5      1978
## 1177       Norm     1Fam     SFoyer           7           5      1976
## 1178       Norm     1Fam     2Story           7           5      2005
## 1179       Norm     1Fam       SLvl           6           6      1975
## 1180       Norm     1Fam     1Story           6           6      1974
## 1181       Norm     1Fam     1Story           4           4      1971
## 1182       Norm   TwnhsE     1Story           6           5      2002
## 1183       Norm   TwnhsE     2Story           6           5      1973
## 1184       Norm   TwnhsE     2Story           5           6      1973
## 1185       Norm    Twnhs     2Story           6           7      1972
## 1186       Norm    Twnhs     2Story           6           5      1972
## 1187       Norm    Twnhs     2Story           6           5      1972
## 1188       Norm   TwnhsE     1Story           6           5      1975
## 1189       Norm     1Fam     1Story           5           7      1967
## 1190       Norm    Twnhs     1Story           7           7      1976
## 1191       Norm    Twnhs     2Story           6           5      1976
## 1192       Norm     1Fam     2Story           9           5      2006
## 1193       Norm     1Fam     1Story           8           5      2004
## 1194       Norm     1Fam     1Story           7           5      2006
## 1195       Norm     1Fam     1Story           9           5      2005
## 1196       Norm     1Fam     2Story           9           5      2005
## 1197       Norm     1Fam     2Story           9           5      2005
## 1198       Norm     1Fam     2Story           8           5      2005
## 1199       Norm     1Fam     2Story           8           5      2006
## 1200       Norm     1Fam     2Story           8           5      2005
## 1201       Norm     1Fam     1Story           9           5      2005
## 1202       Norm     1Fam     1Story           9           5      2004
## 1203       Norm     1Fam     2Story           8           5      2004
## 1204       Norm   TwnhsE     1Story           9           5      2005
##      YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType
## 1            1961     Gable  CompShg     VinylSd     VinylSd       None
## 2            1958       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 3            1998     Gable  CompShg     VinylSd     VinylSd       None
## 4            1998     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 5            1992     Gable  CompShg     HdBoard     HdBoard       None
## 6            1994     Gable  CompShg     HdBoard     HdBoard       None
## 7            2007     Gable  CompShg     HdBoard     HdBoard       None
## 8            1998     Gable  CompShg     VinylSd     VinylSd       None
## 9            1990     Gable  CompShg     HdBoard     HdBoard       None
## 10           1970     Gable  CompShg     Plywood     Plywood       None
## 11           1999     Gable  CompShg     MetalSd     MetalSd       None
## 12           1971     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 13           1971     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 14           1975     Gable  CompShg     Plywood     Brk Cmn       None
## 15           1975     Gable  CompShg     Plywood     Brk Cmn       None
## 16           2010     Gable  CompShg     VinylSd     VinylSd      Stone
## 17           2010     Gable  CompShg     VinylSd     VinylSd      Stone
## 18           2005       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 19           2006       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 20           2004       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 21           2002     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 22           2006     Gable  CompShg     VinylSd     VinylSd      Stone
## 23           2005     Gable  CompShg     VinylSd     VinylSd       None
## 24           2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 25           2004     Gable  CompShg     VinylSd     VinylSd       None
## 26           2004     Gable  CompShg     VinylSd     VinylSd       None
## 27           1998       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 28           2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 29           2010       Hip  CompShg     VinylSd     VinylSd       None
## 30           2005     Gable  CompShg     VinylSd     VinylSd       None
## 31           2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 32           1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 33           2002       Hip  CompShg     Plywood     Plywood     BrkCmn
## 34           1993     Gable  CompShg     HdBoard     ImStucc    BrkFace
## 35           1993     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 36           2005     Gable  CompShg     MetalSd     MetalSd       None
## 37           2004     Gable  CompShg     VinylSd     VinylSd       None
## 38           2004     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 39           2005     Gable  CompShg     MetalSd     MetalSd       None
## 40           2005     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 41           2000     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 42           2003     Gable  CompShg     VinylSd     VinylSd       None
## 43           2010     Gable  CompShg     CemntBd     CmentBd       None
## 44           2000     Gable  CompShg     VinylSd     VinylSd       None
## 45           2002     Gable  CompShg     VinylSd     VinylSd       None
## 46           1967       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 47           1993     Gable  CompShg     MetalSd     MetalSd       None
## 48           1978     Gable  CompShg     MetalSd     MetalSd       None
## 49           1971     Gable  CompShg     MetalSd     MetalSd       None
## 50           1966       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 51           1966       Hip  CompShg     HdBoard     HdBoard       None
## 52           1967     Gable  CompShg     Wd Sdng     Plywood    BrkFace
## 53           1964     Gable  CompShg     HdBoard     HdBoard       None
## 54           2001       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 55           2002     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 56           1950     Gable  CompShg     MetalSd     MetalSd      Stone
## 57           2008     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 58           1958     Gable  CompShg     HdBoard     HdBoard       None
## 59           2009     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 60           1959       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 61           1959       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 62           1959     Gable  CompShg     Wd Sdng     Wd Sdng      Stone
## 63           1956     Gable  CompShg     MetalSd     MetalSd       None
## 64           1952     Gable  CompShg     WdShing     Wd Shng       None
## 65           1955     Gable  CompShg     MetalSd     MetalSd       None
## 66           1958     Gable  CompShg     MetalSd     MetalSd       None
## 67           1994     Gable  CompShg     MetalSd     MetalSd       None
## 68           2004     Gable  CompShg     WdShing     Wd Shng       None
## 69           1960     Gable  CompShg     BrkFace     Wd Sdng       None
## 70           1984       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 71           1954       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 72           1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 73           1957       Hip  CompShg     MetalSd     MetalSd       None
## 74           2000     Gable  CompShg     MetalSd     MetalSd       None
## 75           2009     Gable  CompShg     VinylSd     VinylSd       None
## 76           1962     Gable  CompShg     MetalSd     MetalSd       None
## 77           1970     Gable  CompShg     AsbShng     AsbShng       None
## 78           2003     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 79           2002     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 80           1950     Gable  CompShg     MetalSd     MetalSd       None
## 81           1994     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 82           1997     Gable  CompShg     MetalSd     MetalSd       None
## 83           2005     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 84           1950     Gable  CompShg     MetalSd     MetalSd       None
## 85           1950     Gable  CompShg     MetalSd     MetalSd       None
## 86           1950     Gable  CompShg     MetalSd     MetalSd       None
## 87           1950     Gable  CompShg     MetalSd     MetalSd      Stone
## 88           1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 89           1980     Gable  CompShg     VinylSd     VinylSd       None
## 90           1950     Gable  CompShg     MetalSd     MetalSd       None
## 91           1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 92           1950     Gable  CompShg     MetalSd     MetalSd       None
## 93           2009     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 94           1993     Gable  CompShg     VinylSd     VinylSd       None
## 95           1959     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 96           1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 97           1950     Gable  CompShg     Wd Sdng     Wd Shng       None
## 98           1950     Gable  CompShg     VinylSd     VinylSd       None
## 99           1950   Gambrel  CompShg     Wd Sdng      Stucco       None
## 100          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 101          1967     Gable  Tar&Grv     Plywood     Plywood    BrkFace
## 102          2008       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 103          1968       Hip  CompShg     HdBoard     HdBoard       None
## 104          1978     Gable  CompShg     Plywood     Plywood       None
## 105          1968     Gable  CompShg     HdBoard     HdBoard       None
## 106          2001       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 107          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 108          1992     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 109          1990     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 110          1987     Gable  CompShg     Wd Sdng     Plywood       None
## 111          1979     Gable  CompShg     WdShing     Wd Shng       None
## 112          1998     Gable  CompShg     WdShing     Wd Shng       None
## 113          2010     Gable  CompShg     VinylSd     VinylSd      Stone
## 114          1964     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 115          1987     Gable  CompShg     Plywood     Plywood    BrkFace
## 116          1993     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 117          2010     Gable  CompShg     VinylSd     VinylSd      Stone
## 118          1993     Gable  CompShg     Wd Sdng     Plywood       None
## 119          1996     Gable  CompShg     VinylSd     VinylSd       None
## 120          1998     Gable  CompShg     VinylSd     VinylSd       None
## 121          2004     Gable  CompShg     CemntBd     CmentBd       None
## 122          1972     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 123          2003       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 124          1997     Gable  CompShg     VinylSd     VinylSd       None
## 125          2003     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 126          2007     Gable  CompShg     VinylSd     VinylSd       None
## 127          1954     Gable  CompShg     VinylSd     VinylSd       None
## 128          1968     Gable  CompShg     MetalSd     MetalSd       None
## 129          1950     Gable  CompShg     VinylSd     VinylSd       None
## 130          1975     Gable  CompShg     Plywood     Plywood       None
## 131          1958       Hip  CompShg     WdShing     Wd Shng       None
## 132          1999     Gable  CompShg     MetalSd     VinylSd    BrkFace
## 133          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 134          1967      Flat  Tar&Grv     Plywood      CBlock       None
## 135          1950     Gable  CompShg     VinylSd     VinylSd       None
## 136          1985     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 137          1991     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 138          2007     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 139          1989     Gable  CompShg     HdBoard     HdBoard       None
## 140          1989     Gable  CompShg     HdBoard     HdBoard       None
## 141          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 142          1975     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 143          1950       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 144          2005       Hip  CompShg     CemntBd     CmentBd      Stone
## 145          1999     Gable  CompShg     VinylSd     VinylSd       None
## 146          1977     Gable  CompShg     Plywood     Plywood       None
## 147          1976     Gable  CompShg     Plywood     Plywood       None
## 148          2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 149          2010     Gable  CompShg     VinylSd     VinylSd       None
## 150          2007     Gable  CompShg     VinylSd     VinylSd       None
## 151          1977       Hip  CompShg     Plywood     HdBoard       None
## 152          2005     Gable  CompShg     VinylSd     VinylSd       None
## 153          1999     Gable  CompShg     VinylSd     VinylSd       None
## 154          1973     Gable  CompShg     CemntBd     CmentBd       None
## 155          1970     Gable  CompShg     CemntBd     CmentBd       None
## 156          1970     Gable  CompShg     CemntBd     CmentBd       None
## 157          1972     Gable  CompShg     CemntBd     CmentBd       None
## 158          2004     Gable  CompShg     VinylSd     VinylSd       None
## 159          1984     Gable  CompShg     VinylSd     VinylSd       None
## 160          1986     Gable  CompShg     HdBoard     HdBoard       None
## 161          1991     Gable  CompShg     HdBoard     HdBoard       None
## 162          1969     Gable  CompShg     HdBoard     HdBoard       None
## 163          1995       Hip  CompShg     VinylSd     VinylSd       None
## 164          1994     Gable  CompShg     VinylSd     VinylSd       None
## 165          1956     Gable  CompShg     MetalSd     MetalSd       None
## 166          1974       Hip  CompShg     Plywood     Plywood    BrkFace
## 167          1997     Gable  CompShg     VinylSd     VinylSd       None
## 168          2003     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 169          1997     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 170          2005     Gable  CompShg     CemntBd     CmentBd       None
## 171          1998     Gable  CompShg     CemntBd     CmentBd       None
## 172          1996     Gable  CompShg     CemntBd     CmentBd       None
## 173          1998     Gable  CompShg     VinylSd     VinylSd       None
## 174          1999     Gable  CompShg     VinylSd     VinylSd       None
## 175          1995     Gable  CompShg     HdBoard     HdBoard       None
## 176          1993     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 177          1977     Gable  CompShg     HdBoard     Wd Sdng    BrkFace
## 178          1978     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 179          1986     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 180          1991     Gable  CompShg     Plywood     Plywood    BrkFace
## 181          1998     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 182          2003     Gable  CompShg     CemntBd     CmentBd       None
## 183          2001     Gable  CompShg     VinylSd     VinylSd       None
## 184          2002     Gable  CompShg     VinylSd     VinylSd       None
## 185          1975     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 186          1974       Hip  CompShg     Plywood     Plywood    BrkFace
## 187          1975     Gable  CompShg     Plywood     Plywood       None
## 188          1970     Gable  CompShg     HdBoard     HdBoard       None
## 189          1971     Gable  CompShg     Plywood     Plywood    BrkFace
## 190          1970     Gable  CompShg     VinylSd     VinylSd       None
## 191          2006     Gable  CompShg     VinylSd     VinylSd       None
## 192          1973     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 193          1972     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 194          1976     Gable  CompShg     Plywood     Brk Cmn       None
## 195          1975     Gable  CompShg     Plywood     Brk Cmn       None
## 196          1977     Gable  CompShg     Plywood     Brk Cmn       None
## 197          1978     Gable  CompShg     Plywood     Brk Cmn       None
## 198          1978     Gable  CompShg     Plywood     Brk Cmn       None
## 199          1976     Gable  CompShg     Plywood     Brk Cmn       None
## 200          2004       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 201          2007       Hip  CompShg     VinylSd     VinylSd      Stone
## 202          2009     Gable  CompShg     VinylSd     VinylSd       None
## 203          2008       Hip  CompShg     VinylSd     VinylSd      Stone
## 204          2007       Hip  CompShg     VinylSd     VinylSd      Stone
## 205          2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 206          2005       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 207          2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 208          2008       Hip  CompShg     VinylSd     VinylSd      Stone
## 209          2006     Gable  CompShg     VinylSd     VinylSd      Stone
## 210          2008       Hip  CompShg     VinylSd     VinylSd       None
## 211          2004       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 212          2003       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 213          2004     Gable  CompShg     VinylSd     VinylSd      Stone
## 214          2006     Gable  CompShg     VinylSd     VinylSd      Stone
## 215          2005     Gable  CompShg     VinylSd     VinylSd      Stone
## 216          2005     Gable  CompShg     VinylSd     VinylSd      Stone
## 217          2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 218          2005       Hip  CompShg     CemntBd     CmentBd      Stone
## 219          2004       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 220          2009       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 221          2008       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 222          2003       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 223          2003     Gable  CompShg     VinylSd     VinylSd      Stone
## 224          2005     Gable  CompShg     VinylSd     VinylSd       None
## 225          2006     Gable  CompShg     VinylSd     VinylSd       None
## 226          2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 227          2005     Gable  CompShg     WdShing     Wd Shng       None
## 228          2005     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 229          2004     Gable  CompShg     VinylSd     VinylSd       None
## 230          2003     Gable  CompShg     VinylSd     VinylSd       None
## 231          2003     Gable  CompShg     VinylSd     VinylSd       None
## 232          2002     Gable  CompShg     VinylSd     VinylSd       <NA>
## 233          2004     Gable  CompShg     VinylSd     VinylSd       None
## 234          2000     Gable  CompShg     VinylSd     VinylSd       None
## 235          2000     Gable  CompShg     VinylSd     VinylSd       None
## 236          1999     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 237          1999     Gable  CompShg     VinylSd     VinylSd       None
## 238          2000     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 239          1995       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 240          1996     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 241          1994     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 242          2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 243          2008     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 244          2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 245          2006       Hip  CompShg     VinylSd     VinylSd      Stone
## 246          2006       Hip  CompShg     VinylSd     VinylSd      Stone
## 247          2009     Gable  CompShg     VinylSd     VinylSd       <NA>
## 248          2008       Hip  CompShg     VinylSd     VinylSd       None
## 249          2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 250          2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 251          2006       Hip  CompShg     VinylSd     VinylSd      Stone
## 252          2009       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 253          2007     Gable  CompShg     VinylSd     VinylSd       None
## 254          2004     Gable  CompShg     VinylSd     Wd Shng       None
## 255          2003     Gable  CompShg     VinylSd     VinylSd       None
## 256          2007     Gable  CompShg     VinylSd     VinylSd       None
## 257          2006     Gable  CompShg     VinylSd     VinylSd       None
## 258          2004     Gable  CompShg     VinylSd     VinylSd       None
## 259          2004     Gable  CompShg     VinylSd     VinylSd       None
## 260          2004     Gable  Tar&Grv     VinylSd     VinylSd    BrkFace
## 261          2005     Gable  CompShg     VinylSd     VinylSd       None
## 262          2004     Gable  CompShg     VinylSd     VinylSd       None
## 263          2004     Gable  CompShg     VinylSd     VinylSd       None
## 264          2009     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 265          1997     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 266          1992     Gable  CompShg     HdBoard     HdBoard       None
## 267          1991     Gable  CompShg     Plywood     ImStucc       None
## 268          1994     Gable  CompShg     VinylSd     VinylSd       None
## 269          1986     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 270          1981     Gable  CompShg     Wd Sdng     Wd Shng       None
## 271          1962       Hip  CompShg     HdBoard     Plywood       None
## 272          1961     Gable  CompShg     MetalSd     MetalSd       None
## 273          1961     Gable  CompShg     Wd Sdng     Plywood       None
## 274          1965     Gable  CompShg     HdBoard     Plywood       None
## 275          1995     Gable  CompShg     Plywood     Plywood       None
## 276          1962     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 277          1980     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 278          2008     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 279          2005     Gable  CompShg     MetalSd     MetalSd       None
## 280          2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 281          2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 282          2000     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 283          1999       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 284          2008     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 285          1981     Gable  CompShg     BrkFace     BrkFace       None
## 286          1976     Gable  CompShg     Plywood     Plywood    BrkFace
## 287          1974     Gable  CompShg     VinylSd     VinylSd       None
## 288          1997     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 289          1969     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 290          1969     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 291          1992       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 292          1967     Gable  CompShg     HdBoard     HdBoard       None
## 293          1967       Hip  CompShg     HdBoard     HdBoard       None
## 294          1974     Gable  CompShg     Plywood     Plywood    BrkFace
## 295          1971       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 296          1960     Gable  CompShg     VinylSd     VinylSd       None
## 297          1959       Hip  CompShg     MetalSd     MetalSd       None
## 298          1957     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 299          1956     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 300          1995     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 301          1964     Gable  CompShg     HdBoard     HdBoard      Stone
## 302          1965     Gable  CompShg     MetalSd     MetalSd       None
## 303          1961       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 304          1955     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 305          1967     Gable  CompShg     BrkComm     Brk Cmn       None
## 306          1961       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 307          2008     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 308          1956     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 309          1960     Gable  CompShg     Plywood     Plywood    BrkFace
## 310          1998       Hip  CompShg     MetalSd     MetalSd       None
## 311          1956     Gable  CompShg     BrkFace     BrkFace       None
## 312          1955     Gable  CompShg     AsbShng     AsbShng       None
## 313          1956     Gable  CompShg     Plywood     Plywood       None
## 314          1958       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 315          1954       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 316          1951       Hip  CompShg     MetalSd     MetalSd       None
## 317          1950     Gable  CompShg     MetalSd     MetalSd       None
## 318          2005       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 319          1953       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 320          1999     Gable  CompShg     WdShing     Wd Shng       None
## 321          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 322          1958     Gable  CompShg     MetalSd     MetalSd       None
## 323          2006     Gable  CompShg     VinylSd     VinylSd       None
## 324          2003     Gable  CompShg     MetalSd     MetalSd       None
## 325          1950     Gable  CompShg     MetalSd     MetalSd       None
## 326          1950     Gable  CompShg     MetalSd     MetalSd       None
## 327          2008     Gable  CompShg     VinylSd     VinylSd       None
## 328          1950     Gable  CompShg      Stucco      Stucco       None
## 329          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 330          1998     Gable  CompShg     VinylSd     VinylSd       None
## 331          1969     Gable  CompShg     MetalSd     MetalSd      Stone
## 332          1963     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 333          1967     Gable  CompShg     HdBoard     HdBoard       None
## 334          2007       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 335          1957       Hip  CompShg     Plywood     Plywood      Stone
## 336          1958      Flat  Tar&Grv     Wd Sdng     Wd Sdng    BrkFace
## 337          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 338          1958       Hip  CompShg     BrkFace     BrkFace       None
## 339          1952     Gable  CompShg     MetalSd     MetalSd       None
## 340          1959     Gable  CompShg     BrkFace     Plywood       None
## 341          1996     Gable  CompShg     MetalSd     MetalSd       None
## 342          1994     Gable  CompShg     MetalSd     MetalSd       None
## 343          1964     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 344          1978     Gable  CompShg     Plywood     Plywood    BrkFace
## 345          1963       Hip  CompShg     HdBoard     HdBoard       None
## 346          1998     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 347          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 348          2003     Gable  CompShg     VinylSd     VinylSd       None
## 349          2002     Gable  CompShg     VinylSd     VinylSd       None
## 350          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 351          1950     Gable  CompShg     AsbShng     AsbShng       None
## 352          1950     Gable  CompShg     MetalSd     MetalSd       None
## 353          1970     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 354          1950     Gable  CompShg     MetalSd     MetalSd       None
## 355          1950     Gable  CompShg     MetalSd     MetalSd       None
## 356          1950     Gable  CompShg      Stucco      Stucco       None
## 357          1950     Gable  CompShg     VinylSd     VinylSd       None
## 358          1950     Gable  CompShg      Stucco     BrkFace       None
## 359          2007     Gable  CompShg      Stucco      Stucco       None
## 360          1950     Gable  CompShg      Stucco      Stucco       None
## 361          1950     Gable  CompShg     MetalSd     MetalSd       None
## 362          2002     Gable  CompShg     MetalSd     MetalSd       None
## 363          1950   Mansard  CompShg     AsbShng     AsbShng       None
## 364          1950     Gable  CompShg     MetalSd     MetalSd       None
## 365          1982     Gable  CompShg     WdShing     Wd Shng       None
## 366          1950     Gable  CompShg      Stucco      Stucco    BrkFace
## 367          1999     Gable  CompShg     MetalSd     MetalSd       None
## 368          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 369          1950       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 370          1950     Gable  CompShg     MetalSd     MetalSd       None
## 371          1994     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 372          1950       Hip  CompShg     MetalSd     MetalSd       None
## 373          1950     Gable  CompShg     Plywood     Plywood       None
## 374          2002     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 375          2000     Gable  CompShg     MetalSd     MetalSd      Stone
## 376          1950     Gable  CompShg     MetalSd     MetalSd       None
## 377          1950       Hip  CompShg     MetalSd     MetalSd       None
## 378          1965     Gable  CompShg     MetalSd     MetalSd       None
## 379          2001     Gable  CompShg     MetalSd     MetalSd       None
## 380          1988     Gable  CompShg     Plywood     Plywood       None
## 381          1978     Gable  CompShg     Plywood     Plywood       None
## 382          1950     Gable  CompShg     MetalSd     MetalSd       None
## 383          1967       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 384          1978     Gable  CompShg     Plywood     HdBoard    BrkFace
## 385          1961       Hip  CompShg     HdBoard     HdBoard       None
## 386          1960       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 387          1956       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 388          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 389          1954     Gable  CompShg     VinylSd     VinylSd       None
## 390          1956       Hip  CompShg     MetalSd     MetalSd       None
## 391          1950       Hip  CompShg     MetalSd     MetalSd       None
## 392          1954     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 393          1984     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 394          1991     Gable  CompShg     HdBoard     HdBoard       None
## 395          1983     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 396          1994     Gable  CompShg     VinylSd     VinylSd       None
## 397          2007     Gable  CompShg     HdBoard     HdBoard       None
## 398          1979     Gable  CompShg     HdBoard     HdBoard       None
## 399          1979     Gable  CompShg     HdBoard     HdBoard       None
## 400          1979     Gable  CompShg     Plywood     Plywood    BrkFace
## 401          1979     Gable  CompShg     HdBoard     HdBoard       None
## 402          2000       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 403          2000       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 404          2000       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 405          2009       Hip  CompShg     VinylSd     VinylSd      Stone
## 406          2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 407          2008     Gable  CompShg     VinylSd     VinylSd       None
## 408          2008       Hip  CompShg     VinylSd     VinylSd      Stone
## 409          2007     Gable  CompShg     VinylSd     VinylSd       None
## 410          2008     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 411          2006     Gable  CompShg     VinylSd     VinylSd      Stone
## 412          2006     Gable  CompShg     VinylSd     VinylSd       None
## 413          1993     Gable  CompShg     VinylSd     VinylSd       None
## 414          1994     Gable  CompShg     VinylSd     VinylSd       None
## 415          1998     Gable  CompShg     VinylSd     VinylSd       None
## 416          1998     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 417          2001     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 418          2001     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 419          1978     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 420          1979     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 421          2002       Hip  CompShg     VinylSd     VinylSd       None
## 422          2003     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 423          2002     Gable  CompShg     VinylSd     VinylSd       <NA>
## 424          2001     Gable  CompShg     VinylSd     VinylSd       None
## 425          2000     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 426          2003       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 427          1998     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 428          2007     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 429          2007     Gable  CompShg     VinylSd     VinylSd       None
## 430          1971     Gable  CompShg     HdBoard     HdBoard       None
## 431          2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 432          1959     Gable  CompShg     AsbShng     AsbShng       None
## 433          1950     Gable  CompShg     MetalSd     MetalSd       None
## 434          1959       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 435          1956       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 436          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 437          1950     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 438          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 439          2000     Gable  CompShg      Stucco      Stucco       None
## 440          1990   Gambrel  CompShg     Wd Sdng     Wd Sdng       None
## 441          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 442          1960     Gable  CompShg     MetalSd     MetalSd       None
## 443          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 444          1954     Gable  CompShg     BrkFace     BrkFace       None
## 445          1960     Gable  CompShg     HdBoard     Plywood      Stone
## 446          2005     Gable  CompShg     BrkComm     Brk Cmn       None
## 447          1954     Gable  CompShg     HdBoard     HdBoard      Stone
## 448          1980     Gable  CompShg     MetalSd     MetalSd       None
## 449          1992     Gable  CompShg     MetalSd     MetalSd       None
## 450          1980     Gable  CompShg     MetalSd     MetalSd       None
## 451          1986     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 452          2009       Hip  CompShg     BrkFace     BrkFace       None
## 453          1993   Gambrel  CompShg     AsbShng     AsbShng       None
## 454          1950     Gable  CompShg     MetalSd     MetalSd       None
## 455          2008       Hip  CompShg     CemntBd     CmentBd      Stone
## 456          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 457          2001     Gable  CompShg     CemntBd     CmentBd       None
## 458          1977     Gable  CompShg     Plywood     Plywood       None
## 459          1977     Gable  CompShg     Plywood     Plywood       None
## 460          1991     Gable  CompShg     HdBoard     HdBoard       None
## 461          2008     Gable  CompShg     CemntBd     CmentBd      Stone
## 462          2008     Gable  CompShg     CemntBd     CmentBd    BrkFace
## 463          2006     Gable  CompShg     MetalSd     MetalSd       None
## 464          1989       Hip  CompShg     Plywood     Plywood    BrkFace
## 465          2003     Gable  CompShg     VinylSd     VinylSd       None
## 466          2007       Hip  CompShg     CemntBd     CmentBd      Stone
## 467          1968     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 468          2000       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 469          1972     Gable  CompShg     MetalSd     MetalSd       None
## 470          1996     Gable  CompShg     HdBoard     HdBoard       None
## 471          1993     Gable  CompShg     HdBoard     Wd Shng       None
## 472          1992     Gable  CompShg     HdBoard     Wd Shng       None
## 473          1969     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 474          1998     Gable  CompShg     VinylSd     VinylSd       None
## 475          1996     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 476          1998     Gable  CompShg     VinylSd     VinylSd       None
## 477          1996     Gable  CompShg     HdBoard     HdBoard       None
## 478          1997     Gable  CompShg     HdBoard     HdBoard       None
## 479          1997     Gable  CompShg     CemntBd     CmentBd       None
## 480          1992     Gable  CompShg     HdBoard     HdBoard       None
## 481          1998     Gable  CompShg     VinylSd     VinylSd       None
## 482          1991     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 483          1989     Gable  CompShg     HdBoard     HdBoard       None
## 484          2005     Gable  CompShg     VinylSd     VinylSd      Stone
## 485          2004       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 486          1952       Hip  CompShg     BrkFace     BrkFace       None
## 487          2007       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 488          1950       Hip  CompShg     AsbShng     AsbShng    BrkFace
## 489          1988     Gable  CompShg     Plywood     Wd Sdng    BrkFace
## 490          1983     Gable  CompShg     WdShing     Plywood    BrkFace
## 491          1978       Hip  CompShg     Plywood     Plywood    BrkFace
## 492          1979       Hip  CompShg     Plywood     Plywood    BrkFace
## 493          1976       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 494          1988     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 495          1969     Gable  CompShg     VinylSd     VinylSd       None
## 496          1978   Mansard  WdShake     Plywood     Plywood    BrkFace
## 497          1976     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 498          1996     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 499          1974     Gable  CompShg     VinylSd     VinylSd       None
## 500          1969     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 501          1971       Hip  CompShg     MetalSd     MetalSd       None
## 502          1973     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 503          1972     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 504          1972     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 505          1975     Gable  CompShg     Plywood     Brk Cmn       None
## 506          1977     Gable  CompShg     Plywood     Brk Cmn       None
## 507          2007       Hip  CompShg     VinylSd     VinylSd      Stone
## 508          2007       Hip  CompShg     VinylSd     VinylSd      Stone
## 509          2007       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 510          2006       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 511          2006       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 512          2005     Gable  CompShg     CemntBd     CmentBd    BrkFace
## 513          2007       Hip  CompShg     VinylSd     VinylSd      Stone
## 514          2004     Gable  CompShg     VinylSd     VinylSd      Stone
## 515          2003       Hip  CompShg     MetalSd     MetalSd      Stone
## 516          2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 517          2002     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 518          2003     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 519          2008       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 520          2005     Gable  CompShg     VinylSd     VinylSd      Stone
## 521          2008       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 522          2007       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 523          2007       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 524          2004     Gable  CompShg     VinylSd     Wd Shng      Stone
## 525          2003     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 526          2004       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 527          2008     Gable  CompShg     WdShing     Wd Shng    BrkFace
## 528          2004     Gable  CompShg     VinylSd     VinylSd       None
## 529          2003     Gable  CompShg     VinylSd     VinylSd       None
## 530          2003     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 531          2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 532          2001     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 533          2002     Gable  CompShg     VinylSd     VinylSd       <NA>
## 534          2000     Gable  CompShg     VinylSd     VinylSd       None
## 535          1999     Gable  CompShg     VinylSd     VinylSd       None
## 536          1997       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 537          2000       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 538          1998     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 539          1997     Gable  CompShg     VinylSd     VinylSd       None
## 540          1995     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 541          1994       Hip  WdShake     VinylSd     VinylSd    BrkFace
## 542          2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 543          2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 544          2008       Hip  CompShg     VinylSd     VinylSd      Stone
## 545          2007       Hip  CompShg     VinylSd     VinylSd       <NA>
## 546          2008     Gable  CompShg     VinylSd     VinylSd       None
## 547          2007     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 548          2008     Gable  CompShg     CemntBd     CmentBd      Stone
## 549          2003     Gable  CompShg     VinylSd     VinylSd       None
## 550          2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 551          2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 552          2007     Gable  CompShg     VinylSd     VinylSd       None
## 553          1995     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 554          1994     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 555          1995     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 556          2001     Gable  CompShg     VinylSd     VinylSd       None
## 557          1992     Gable  CompShg     HdBoard     HdBoard       None
## 558          1963       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 559          2007     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 560          1968     Gable  CompShg     HdBoard     HdBoard       None
## 561          1963       Hip  CompShg     Wd Sdng     HdBoard       None
## 562          1974     Gable  CompShg     HdBoard     ImStucc    BrkFace
## 563          1972     Gable  CompShg     HdBoard     HdBoard       None
## 564          1991       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 565          1994       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 566          2005     Gable  CompShg     MetalSd     MetalSd       None
## 567          2005     Gable  CompShg     MetalSd     MetalSd       None
## 568          2007     Gable  CompShg     VinylSd     VinylSd       None
## 569          1999     Gable  CompShg     MetalSd     MetalSd      Stone
## 570          2000       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 571          2001     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 572          2001     Gable  CompShg     VinylSd     VinylSd       None
## 573          2000     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 574          2000     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 575          2001     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 576          1999     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 577          2000     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 578          1999     Gable  CompShg     BrkFace     MetalSd       None
## 579          1995       Hip  CompShg     BrkFace     BrkFace       None
## 580          1977   Mansard  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 581          2007     Gable  CompShg     VinylSd     VinylSd       None
## 582          2002     Gable  CompShg     VinylSd     VinylSd       <NA>
## 583          1969     Gable  CompShg     MetalSd     MetalSd       None
## 584          1968     Gable  CompShg     HdBoard     HdBoard       None
## 585          1967     Gable  CompShg     Plywood     Plywood       None
## 586          1965     Gable  CompShg     MetalSd     MetalSd       None
## 587          1968     Gable  CompShg     MetalSd     MetalSd       None
## 588          2005       Hip  CompShg     HdBoard     HdBoard       None
## 589          1965     Gable  CompShg     HdBoard     HdBoard       None
## 590          1971     Gable  CompShg     HdBoard     HdBoard       None
## 591          1956     Gable  CompShg     HdBoard     HdBoard       None
## 592          1961     Gable  CompShg     Plywood     Plywood       None
## 593          2000     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 594          1950     Gable  CompShg     MetalSd     MetalSd       None
## 595          1960     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 596          2006     Gable  CompShg     HdBoard     HdBoard       None
## 597          1953       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 598          1999     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 599          1957     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 600          1998     Gable  CompShg     HdBoard     HdBoard       None
## 601          1958     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 602          1958     Gable  CompShg     MetalSd     MetalSd       None
## 603          1952     Gable  CompShg     MetalSd     MetalSd      Stone
## 604          1953     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 605          1953       Hip  CompShg     MetalSd     MetalSd       None
## 606          1957     Gable  CompShg     Plywood     Plywood    BrkFace
## 607          1982     Gable  CompShg     MetalSd     MetalSd       None
## 608          1957     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 609          1950     Gable  CompShg     MetalSd     MetalSd       None
## 610          1950     Gable  CompShg     VinylSd     VinylSd       None
## 611          2005   Gambrel  CompShg     VinylSd     VinylSd       None
## 612          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 613          1968     Gable  CompShg     HdBoard     Plywood       None
## 614          2001     Gable  Tar&Grv     HdBoard     HdBoard    BrkFace
## 615          1993     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 616          1951     Gable  CompShg     MetalSd     MetalSd       None
## 617          1959     Gable  CompShg     BrkFace     Wd Sdng       None
## 618          1962     Gable  CompShg     BrkFace     MetalSd       None
## 619          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 620          1954     Gable  CompShg     MetalSd     MetalSd       None
## 621          1954     Gable  CompShg     MetalSd     MetalSd       None
## 622          1961     Gable  CompShg     BrkFace     Wd Sdng       None
## 623          1967     Gable  CompShg     MetalSd     MetalSd       None
## 624          1954     Gable  CompShg     MetalSd     MetalSd       None
## 625          1963     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 626          2008     Gable  CompShg     VinylSd     VinylSd       None
## 627          2005     Gable  CompShg     WdShing     Wd Shng       None
## 628          2003     Gable  CompShg     AsbShng     AsbShng       None
## 629          1950     Gable  CompShg     MetalSd     MetalSd       None
## 630          2005     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 631          1996     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 632          1985     Gable  CompShg     MetalSd     MetalSd       None
## 633          1950     Gable  CompShg     WdShing     Wd Shng       None
## 634          2006     Gable  CompShg      Stucco      Stucco       None
## 635          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 636          1950   Mansard  CompShg     MetalSd     MetalSd       None
## 637          1996     Gable  CompShg     Wd Sdng     HdBoard       None
## 638          1950     Gable  CompShg     MetalSd     MetalSd       None
## 639          1950     Gable  CompShg     VinylSd     VinylSd       None
## 640          1992     Gable  CompShg     MetalSd     MetalSd       None
## 641          2006     Gable  CompShg     MetalSd     MetalSd       None
## 642          1965     Gable  CompShg     Wd Sdng     Wd Shng       None
## 643          2003     Gable  CompShg     VinylSd     VinylSd       None
## 644          1960     Gable  CompShg     AsbShng     AsbShng       None
## 645          2005     Gable  CompShg     MetalSd     MetalSd       None
## 646          1950     Gable  CompShg     AsbShng     AsbShng       None
## 647          1999     Gable  CompShg     Wd Sdng     Wd Shng       None
## 648          1959     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 649          2006     Gable  CompShg     MetalSd     MetalSd       None
## 650          1983     Gable  CompShg     WdShing     Wd Shng       None
## 651          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 652          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 653          2006     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 654          2000     Gable  CompShg     HdBoard     HdBoard       None
## 655          1989     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 656          2003     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 657          2000     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 658          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 659          1950     Gable  CompShg     MetalSd     MetalSd       None
## 660          1997     Gable  CompShg     AsbShng     AsbShng       None
## 661          1950     Gable  CompShg     MetalSd      CBlock       None
## 662          1950     Gable  CompShg     MetalSd     MetalSd       None
## 663          1995     Gable  CompShg     Plywood     Plywood       None
## 664          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 665          1950   Gambrel  CompShg     Wd Sdng     Wd Sdng       None
## 666          2004     Gable  CompShg     VinylSd     VinylSd       None
## 667          1983     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 668          1950   Gambrel  CompShg     MetalSd     MetalSd       None
## 669          1950     Gable  CompShg      Stucco     Wd Shng       None
## 670          1952     Gable  CompShg     MetalSd     MetalSd       None
## 671          1958     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 672          1978     Gable  CompShg     HdBoard     HdBoard       None
## 673          1992     Gable  CompShg     VinylSd     VinylSd       None
## 674          1950     Gable  CompShg      Stucco      Stucco       None
## 675          1991     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 676          1950     Gable  CompShg     AsphShn     AsphShn       None
## 677          1993     Gable  CompShg     VinylSd     VinylSd       None
## 678          1963     Gable  CompShg     HdBoard     Wd Sdng       None
## 679          1978     Gable  CompShg     HdBoard     Plywood    BrkFace
## 680          2005     Gable  CompShg     HdBoard     HdBoard       None
## 681          1978     Gable  CompShg     HdBoard     HdBoard     BrkCmn
## 682          1967     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 683          1984     Gable  CompShg     VinylSd     VinylSd       None
## 684          1950     Gable  CompShg     BrkFace      Stucco       None
## 685          2003     Gable  CompShg     VinylSd     VinylSd       None
## 686          1956     Gable  CompShg     HdBoard     HdBoard       None
## 687          1960      Flat  Tar&Grv     Plywood     Plywood      Stone
## 688          1973     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 689          1970       Hip  CompShg     HdBoard     HdBoard       None
## 690          1979     Gable  CompShg     Plywood     Plywood       None
## 691          1950     Gable  CompShg     BrkFace     Plywood       None
## 692          2007      Flat  Tar&Grv        <NA>        <NA>       None
## 693          1956       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 694          1975     Gable  CompShg     HdBoard     HdBoard       None
## 695          2001     Gable  CompShg     VinylSd     VinylSd     BrkCmn
## 696          2002     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 697          1994     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 698          1994     Gable  CompShg     VinylSd     VinylSd       None
## 699          1996     Gable  CompShg     VinylSd     VinylSd       None
## 700          2007     Gable  CompShg     VinylSd     VinylSd       None
## 701          2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 702          2008       Hip  CompShg     VinylSd     VinylSd      Stone
## 703          2008       Hip  CompShg     VinylSd     VinylSd      Stone
## 704          1995     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 705          1966      Flat  Tar&Grv     Plywood     Plywood       None
## 706          1994     Gable  CompShg     VinylSd     VinylSd       None
## 707          1998     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 708          1997     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 709          2000     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 710          2001     Gable  CompShg     VinylSd     VinylSd       None
## 711          1978     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 712          1975     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 713          2001     Gable  CompShg     Plywood     Wd Sdng       None
## 714          2001     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 715          2002     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 716          2003       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 717          2003     Gable  CompShg     VinylSd     VinylSd       None
## 718          2000     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 719          2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 720          1998     Gable  CompShg     VinylSd     VinylSd       None
## 721          2004     Gable  CompShg     VinylSd     VinylSd      Stone
## 722          2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 723          2007     Gable  CompShg     VinylSd     VinylSd       None
## 724          1966       Hip  CompShg     HdBoard     HdBoard       None
## 725          1976     Gable  CompShg     HdBoard     Plywood    BrkFace
## 726          1976       Hip  CompShg     HdBoard     Plywood    BrkFace
## 727          1977       Hip  CompShg     Plywood     Plywood       None
## 728          2001       Hip  CompShg     Plywood     Plywood       None
## 729          1996     Gable  CompShg     Plywood     Plywood       None
## 730          1955     Gable  CompShg     AsbShng     Plywood       None
## 731          1955     Gable  CompShg     WdShing     Wd Shng     BrkCmn
## 732          1955       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 733          2007     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 734          1993     Gable  CompShg     MetalSd     MetalSd       None
## 735          1953     Gable  CompShg     MetalSd     MetalSd      Stone
## 736          1954     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 737          2008     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 738          1950     Gable  CompShg     WdShing     Wd Shng    BrkFace
## 739          1950     Gable  CompShg      Stucco      Stucco       None
## 740          1950   Gambrel  CompShg     Wd Sdng     Wd Sdng       None
## 741          1995     Gable  CompShg     Wd Sdng     Wd Shng       None
## 742          1997     Gable  CompShg      Stucco      Stucco       None
## 743          1950       Hip  CompShg     Wd Sdng     Plywood       None
## 744          1995     Gable  CompShg     WdShing     Wd Shng       None
## 745          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 746          1951       Hip  CompShg     WdShing     Plywood    BrkFace
## 747          1950     Gable  CompShg     BrkFace      Stucco      Stone
## 748          2000     Gable  CompShg     VinylSd     VinylSd       None
## 749          1956     Gable  CompShg     BrkFace     MetalSd       None
## 750          1980     Gable  CompShg     MetalSd     MetalSd       None
## 751          1998     Gable  CompShg     VinylSd     VinylSd       None
## 752          2006     Gable  CompShg     VinylSd     VinylSd       None
## 753          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 754          1967       Hip  CompShg     HdBoard     Plywood       None
## 755          1995     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 756          1958     Gable  CompShg     WdShing     Wd Shng    BrkFace
## 757          1952     Gable  CompShg     AsbShng     VinylSd       None
## 758          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 759          2000     Gable  CompShg     Plywood     Plywood       None
## 760          1950     Gable  CompShg     MetalSd     MetalSd       None
## 761          2008       Hip  CompShg     CemntBd     CmentBd      Stone
## 762          2005       Hip  CompShg     CemntBd     CmentBd      Stone
## 763          1997     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 764          1997     Gable  CompShg     VinylSd     VinylSd       None
## 765          1976     Gable  CompShg     Plywood     Plywood       None
## 766          1991     Gable  CompShg     HdBoard     HdBoard       None
## 767          1986     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 768          2007       Hip  CompShg     VinylSd     VinylSd      Stone
## 769          2007     Gable  CompShg     VinylSd     VinylSd       None
## 770          2007     Gable  CompShg     VinylSd     VinylSd       None
## 771          2008     Gable  CompShg     VinylSd     VinylSd      Stone
## 772          1989     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 773          1986     Gable  CompShg     Plywood     HdBoard    BrkFace
## 774          2003       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 775          2000       Hip  CompShg     VinylSd     VinylSd       None
## 776          2007     Gable  CompShg     VinylSd     VinylSd       None
## 777          2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 778          1998     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 779          2008     Gable  CompShg     VinylSd     VinylSd       None
## 780          1997       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 781          1964     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 782          1975     Gable  CompShg     CemntBd     CmentBd       None
## 783          1976     Gable  CompShg     CemntBd     CmentBd       None
## 784          2006     Gable  CompShg     CemntBd     CmentBd       None
## 785          1973     Gable  CompShg     CemntBd     CmentBd       None
## 786          1968     Gable  CompShg     Plywood     Plywood       None
## 787          2007     Gable  CompShg     CemntBd     CmentBd       None
## 788          1983     Gable  CompShg     VinylSd     VinylSd       None
## 789          2005     Gable  CompShg     HdBoard     Plywood       None
## 790          1984     Gable  CompShg     HdBoard     Plywood       None
## 791          1950       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 792          1971     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 793          1997     Gable  CompShg     VinylSd     VinylSd       None
## 794          1994     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 795          2000     Gable  CompShg     VinylSd     VinylSd       None
## 796          1996     Gable  CompShg     HdBoard     HdBoard       None
## 797          2003     Gable  CompShg     VinylSd     VinylSd       None
## 798          1993     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 799          1994     Gable  CompShg     HdBoard     HdBoard       None
## 800          1964     Gable  CompShg     HdBoard     HdBoard     BrkCmn
## 801          1988     Gable  CompShg     CemntBd     CmentBd       None
## 802          1990     Gable  CompShg     CemntBd     CmentBd       None
## 803          2005       Hip  CompShg     VinylSd     VinylSd      Stone
## 804          2007       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 805          1990     Gable  CompShg     HdBoard     HdBoard       None
## 806          2006     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 807          2006       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 808          2007       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 809          1984       Hip  CompShg     HdBoard     HdBoard       None
## 810          2003     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 811          1985     Gable  CompShg     Plywood     Plywood      Stone
## 812          1979       Hip  WdShake     HdBoard     Plywood    BrkFace
## 813          1984     Gable  CompShg     Plywood     Plywood    BrkFace
## 814          1999     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 815          1971       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 816          1976     Gable  CompShg     Plywood     Plywood      Stone
## 817          1974     Gable  CompShg     HdBoard     HdBoard       None
## 818          1990     Gable  CompShg     MetalSd     MetalSd       None
## 819          2002     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 820          1961     Gable  CompShg     MetalSd     MetalSd       None
## 821          2001     Gable  CompShg     MetalSd     MetalSd       None
## 822          1998     Gable  CompShg     MetalSd     MetalSd       None
## 823          1973     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 824          1973     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 825          1978     Gable  CompShg     Plywood     Brk Cmn       None
## 826          1966       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 827          2007       Hip  CompShg     VinylSd     VinylSd      Stone
## 828          2007     Gable  CompShg     CemntBd     CmentBd      Stone
## 829          2007     Gable  CompShg     VinylSd     VinylSd       None
## 830          2007       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 831          2007       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 832          2006       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 833          2007       Hip  CompShg     VinylSd     VinylSd      Stone
## 834          2006     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 835          2007       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 836          2008     Gable  CompShg     VinylSd     VinylSd       None
## 837          2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 838          2006       Hip  CompShg     MetalSd     MetalSd      Stone
## 839          2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 840          2003     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 841          2007       Hip  CompShg     VinylSd     VinylSd      Stone
## 842          2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 843          2005     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 844          2007     Gable  CompShg     VinylSd     VinylSd       None
## 845          2006     Gable  CompShg     VinylSd     VinylSd      Stone
## 846          2006     Gable  CompShg     VinylSd     VinylSd      Stone
## 847          2006     Gable  CompShg     VinylSd     VinylSd      Stone
## 848          2006     Gable  CompShg     VinylSd     VinylSd      Stone
## 849          2005       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 850          2006       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 851          2003     Gable  CompShg     VinylSd     Wd Shng      Stone
## 852          2007     Gable  CompShg     VinylSd     VinylSd       <NA>
## 853          2006     Gable  CompShg     VinylSd     VinylSd       None
## 854          2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 855          2006     Gable  CompShg     VinylSd     VinylSd       None
## 856          2007     Gable  CompShg     VinylSd     VinylSd       None
## 857          2005     Gable  CompShg     VinylSd     VinylSd       None
## 858          2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 859          2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 860          2007     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 861          2003       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 862          2007     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 863          2005     Gable  CompShg     VinylSd     VinylSd       None
## 864          2004     Gable  CompShg     VinylSd     VinylSd       None
## 865          2006     Gable  CompShg     VinylSd     VinylSd       None
## 866          2003     Gable  CompShg     VinylSd     VinylSd       <NA>
## 867          2003     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 868          2002     Gable  CompShg     VinylSd     VinylSd       None
## 869          2000     Gable  CompShg     VinylSd     VinylSd       None
## 870          2000     Gable  CompShg     VinylSd     VinylSd       None
## 871          1998       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 872          1998     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 873          1999     Gable  CompShg     VinylSd     VinylSd       None
## 874          1998     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 875          1993     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 876          1997     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 877          2007     Gable  CompShg     VinylSd     VinylSd       None
## 878          2007     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 879          2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 880          2007       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 881          2007     Gable  CompShg     VinylSd     VinylSd       <NA>
## 882          2005     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 883          2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 884          2006     Gable  CompShg     VinylSd     VinylSd       None
## 885          2006     Gable  CompShg     VinylSd     VinylSd       None
## 886          2007     Gable  CompShg     VinylSd     VinylSd       None
## 887          2007     Gable  CompShg     VinylSd     VinylSd       None
## 888          2007     Gable  CompShg     VinylSd     VinylSd       None
## 889          2007     Gable  CompShg     VinylSd     VinylSd       None
## 890          2007       Hip  CompShg     WdShing     Wd Shng       <NA>
## 891          2007     Gable  CompShg     CemntBd     CmentBd       None
## 892          2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 893          2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 894          2007     Gable  CompShg     VinylSd     VinylSd       None
## 895          2006     Gable  CompShg     VinylSd     VinylSd       None
## 896          2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 897          2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 898          1997     Gable  CompShg     VinylSd     VinylSd       None
## 899          1980     Gable  CompShg     Plywood     Plywood       None
## 900          1977     Gable  CompShg     Plywood     Plywood       None
## 901          1968     Gable  CompShg     HdBoard     HdBoard       None
## 902          1990     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 903          1974     Gable  CompShg     Plywood     Plywood    BrkFace
## 904          2006     Gable  CompShg     CemntBd     CmentBd       None
## 905          2004     Gable  CompShg     MetalSd     MetalSd       None
## 906          2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 907          2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 908          2007     Gable  CompShg     VinylSd     VinylSd       None
## 909          2007     Gable  CompShg     VinylSd     VinylSd       <NA>
## 910          1999     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 911          2000     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 912          2000     Gable  CompShg     CemntBd     CmentBd       None
## 913          2004       Hip  CompShg     CemntBd     CmentBd       None
## 914          1998     Gable  CompShg     VinylSd     VinylSd       None
## 915          1995     Gable  CompShg     BrkFace     BrkFace       None
## 916          1980       Hip  CompShg     VinylSd     MetalSd    BrkFace
## 917          1981       Hip  CompShg     BrkFace     BrkFace       None
## 918          1968     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 919          1970     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 920          1969     Gable  CompShg     HdBoard     HdBoard       None
## 921          1968     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 922          1987       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 923          1993     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 924          1993     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 925          1966       Hip  CompShg     HdBoard     HdBoard       None
## 926          1963     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 927          1993     Gable  CompShg     MetalSd     MetalSd       None
## 928          1964     Gable  CompShg     HdBoard     HdBoard       None
## 929          1956       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 930          1961       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 931          1961     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 932          1960       Hip  CompShg     CemntBd     CmentBd       None
## 933          1966       Hip  CompShg     HdBoard     Plywood    BrkFace
## 934          1965     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 935          1997     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 936          1964     Gable  CompShg     Wd Sdng     Plywood    BrkFace
## 937          1991     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 938          1996     Gable  CompShg     Wd Sdng     HdBoard       None
## 939          1950     Gable  CompShg     WdShing     Wd Shng       None
## 940          1950     Gable  CompShg     MetalSd     MetalSd       None
## 941          2000     Gable  CompShg     VinylSd     VinylSd       None
## 942          1955       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 943          1968     Gable  CompShg     MetalSd     MetalSd       None
## 944          1966     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 945          1961       Hip  CompShg     WdShing     Wd Shng    BrkFace
## 946          1999     Gable  CompShg     VinylSd     VinylSd       None
## 947          1956     Gable  CompShg     Wd Sdng     Wd Sdng     BrkCmn
## 948          1963     Gable  CompShg     MetalSd     MetalSd       None
## 949          1960       Hip  CompShg     HdBoard     HdBoard     BrkCmn
## 950          1969     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 951          1957     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 952          1975     Gable  CompShg     VinylSd     VinylSd       None
## 953          1955       Hip  CompShg     MetalSd     MetalSd       None
## 954          2006     Gable  CompShg     VinylSd     MetalSd       None
## 955          1958       Hip  CompShg     Wd Sdng     Wd Sdng      Stone
## 956          1952       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 957          1953       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 958          2003     Gable  CompShg     VinylSd     VinylSd       None
## 959          1955     Gable  CompShg     MetalSd     MetalSd       None
## 960          1955     Gable  CompShg     MetalSd     MetalSd       None
## 961          1953     Gable  CompShg     VinylSd     VinylSd       None
## 962          1952     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 963          2006     Gable  CompShg     VinylSd     VinylSd       None
## 964          2004     Gable  CompShg     MetalSd     MetalSd       None
## 965          2007     Gable  CompShg     Wd Sdng     MetalSd       None
## 966          1993     Gable  CompShg     MetalSd     MetalSd       None
## 967          1999     Gable  CompShg     Wd Sdng     HdBoard       None
## 968          1999     Gable  CompShg     Plywood     Plywood    BrkFace
## 969          1961     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 970          1968     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 971          1950     Gable  CompShg     WdShing     Wd Shng       None
## 972          2003       Hip  CompShg     BrkFace     BrkFace       None
## 973          1958       Hip  CompShg     BrkFace     BrkFace       None
## 974          1960       Hip  CompShg     BrkFace     BrkFace       None
## 975          1960       Hip  CompShg     BrkFace     BrkFace       None
## 976          1961     Gable  CompShg     BrkFace     Wd Sdng       None
## 977          1962       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 978          1962     Gable  CompShg     HdBoard     HdBoard       None
## 979          1980     Gable  CompShg     MetalSd     MetalSd       None
## 980          1950     Gable  CompShg     MetalSd     MetalSd       None
## 981          1950     Gable  CompShg     AsbShng     AsbShng       None
## 982          1990     Gable  CompShg     MetalSd     MetalSd       None
## 983          1950     Gable  CompShg     VinylSd     VinylSd      Stone
## 984          2006     Gable  CompShg      Stucco      Stucco       None
## 985          1950     Gable  CompShg     MetalSd     MetalSd       None
## 986          1950     Gable  CompShg     MetalSd     MetalSd       None
## 987          1999       Hip  CompShg     VinylSd     VinylSd       None
## 988          1950   Gambrel  CompShg     Wd Sdng     Wd Sdng       None
## 989          1950     Gable  CompShg     MetalSd     MetalSd       None
## 990          1990     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 991          2005   Gambrel  CompShg     VinylSd     VinylSd       None
## 992          1987     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 993          1956     Gable  CompShg     MetalSd     MetalSd       None
## 994          2002     Gable  CompShg      Stucco     Wd Sdng       None
## 995          1994     Gable  CompShg     MetalSd     MetalSd       None
## 996          1950     Gable  CompShg     MetalSd     MetalSd       None
## 997          1998     Gable  CompShg     MetalSd     MetalSd       None
## 998          1950     Gable  CompShg     MetalSd     VinylSd       None
## 999          1950     Gable  CompShg     AsbShng     AsbShng       None
## 1000         1950     Gable  CompShg     VinylSd     VinylSd       None
## 1001         1952     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1002         1992     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1003         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1004         1995     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1005         1950     Gable  CompShg     Wd Sdng     Wd Shng       None
## 1006         1950     Gable  CompShg     HdBoard     HdBoard       None
## 1007         1990     Gable  CompShg     Wd Sdng     Wd Shng       None
## 1008         1950     Gable  CompShg     AsbShng     AsbShng       None
## 1009         1950     Gable  CompShg     AsbShng     AsbShng       None
## 1010         1963     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1011         2005     Gable  CompShg     VinylSd     VinylSd       None
## 1012         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1013         1958     Gable  CompShg     MetalSd     MetalSd       None
## 1014         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1015         1980     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1016         1979     Gable  CompShg     Plywood     Plywood       None
## 1017         1963     Gable  CompShg     HdBoard     HdBoard       None
## 1018         1980     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1019         1964     Gable  CompShg     HdBoard     HdBoard       None
## 1020         2001       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 1021         1966     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1022         1990     Gable  CompShg     HdBoard     HdBoard       None
## 1023         1968     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1024         1967     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 1025         1966     Gable  CompShg     Plywood     Plywood       None
## 1026         1998       Hip  CompShg     BrkFace     BrkFace       None
## 1027         1996     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 1028         1998     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1029         1995     Gable  CompShg     VinylSd     VinylSd       None
## 1030         1998     Gable  CompShg     Plywood     Plywood    BrkFace
## 1031         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1032         1984       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 1033         2005       Hip  CompShg     Wd Sdng     Wd Sdng       None
## 1034         1953     Gable  CompShg     MetalSd     MetalSd       None
## 1035         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1036         1994       Hip  CompShg     MetalSd     MetalSd      Stone
## 1037         1954     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1038         1958     Gable  CompShg     MetalSd     MetalSd       None
## 1039         1994     Gable  CompShg     HdBoard     HdBoard       None
## 1040         1984     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace
## 1041         1951     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1042         1994     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1043         1950   Gambrel  CompShg     MetalSd     MetalSd       None
## 1044         1984     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1045         2001     Gable  CompShg     VinylSd     VinylSd       None
## 1046         2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 1047         2007       Hip  CompShg     CemntBd     CmentBd       None
## 1048         2007     Gable  CompShg     VinylSd     VinylSd      Stone
## 1049         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1050         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1051         2006     Gable  CompShg     VinylSd     VinylSd       None
## 1052         2006     Gable  CompShg     VinylSd     VinylSd       None
## 1053         1988     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1054         1976      Shed  WdShngl     Wd Sdng     Wd Sdng       None
## 1055         1994     Gable  CompShg     VinylSd     VinylSd       None
## 1056         2006     Gable  CompShg     VinylSd     VinylSd       None
## 1057         1994     Gable  CompShg     VinylSd     VinylSd       None
## 1058         1996     Gable  CompShg     VinylSd     VinylSd       None
## 1059         1999     Gable  CompShg     VinylSd     VinylSd       None
## 1060         1999     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1061         2001     Gable  CompShg     VinylSd     VinylSd       None
## 1062         2000     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1063         1974     Gable  CompShg     HdBoard     HdBoard       None
## 1064         1976     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1065         1977     Gable  CompShg     Plywood     VinylSd    BrkFace
## 1066         1977     Gable  CompShg     CemntBd     CmentBd       None
## 1067         1977     Gable  CompShg     HdBoard     HdBoard       None
## 1068         1975       Hip  CompShg     HdBoard     HdBoard       None
## 1069         2000     Gable  CompShg     VinylSd     VinylSd       None
## 1070         2006     Gable  CompShg     Plywood     Plywood       None
## 1071         2000     Gable  CompShg     VinylSd     VinylSd       None
## 1072         2003     Gable  CompShg     VinylSd     VinylSd       None
## 1073         2002     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1074         1995       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 1075         2001     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1076         2002     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1077         2000     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1078         2007     Gable  CompShg     VinylSd     VinylSd       None
## 1079         2005     Gable  CompShg     VinylSd     VinylSd       None
## 1080         2007     Gable  CompShg     VinylSd     VinylSd       None
## 1081         2006     Gable  CompShg     VinylSd     VinylSd       None
## 1082         2005     Gable  CompShg     VinylSd     VinylSd       None
## 1083         1967     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1084         1963     Gable  CompShg     VinylSd     VinylSd      Stone
## 1085         1950     Gable  CompShg     VinylSd     VinylSd       None
## 1086         1960       Hip  CompShg     HdBoard     HdBoard      Stone
## 1087         1976     Gable  CompShg     HdBoard     Plywood       None
## 1088         1979     Gable  CompShg     Plywood     Plywood       None
## 1089         2006     Gable  CompShg     VinylSd     VinylSd       None
## 1090         2009       Hip  CompShg     CemntBd     CmentBd      Stone
## 1091         2005     Gable  CompShg     VinylSd     VinylSd      Stone
## 1092         2000     Gable  CompShg     WdShing     Wd Shng       None
## 1093         1955     Gable  CompShg     AsbShng     Plywood     BrkCmn
## 1094         1950     Gable  CompShg     Plywood     Plywood       None
## 1095         1995     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1096         1955     Gable  CompShg     MetalSd     MetalSd       None
## 1097         1955     Gable  CompShg     WdShing     Plywood       None
## 1098         1950       Hip  CompShg     Wd Sdng     Plywood       None
## 1099         1950       Hip  CompShg      Stucco     Plywood       None
## 1100         2005     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1101         1995     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1102         1950     Gable  CompShg     VinylSd     VinylSd       None
## 1103         1991     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1104         1992     Gable  CompShg     VinylSd     VinylSd       None
## 1105         1951     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1106         2003     Gable  CompShg     AsbShng     CmentBd       None
## 1107         1950     Gable  CompShg     VinylSd     VinylSd       None
## 1108         1960     Gable  CompShg     Wd Sdng     MetalSd    BrkFace
## 1109         1968       Hip  CompShg     HdBoard     BrkFace       None
## 1110         1980     Gable  CompShg     MetalSd     MetalSd       None
## 1111         1996     Gable  CompShg     VinylSd     VinylSd       None
## 1112         1988     Gable  CompShg     HdBoard     HdBoard       None
## 1113         1971     Gable  CompShg     Plywood     Plywood    BrkFace
## 1114         1986     Gable  CompShg     WdShing     Plywood       None
## 1115         1950     Gable  CompShg     Wd Sdng     Wd Sdng       None
## 1116         2003     Gable  CompShg     VinylSd     VinylSd       None
## 1117         1999     Gable  CompShg     Wd Sdng     Plywood       None
## 1118         1950     Gable  CompShg      Stucco      Stucco       None
## 1119         1950     Gable  CompShg     MetalSd     MetalSd       None
## 1120         2006     Gable  CompShg     VinylSd     VinylSd       None
## 1121         1980     Gable  CompShg     MetalSd     MetalSd       None
## 1122         2007       Hip  CompShg     MetalSd     MetalSd       None
## 1123         2007       Hip  CompShg     CemntBd     CmentBd      Stone
## 1124         1979     Gable  CompShg     HdBoard     Wd Shng       None
## 1125         2002     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1126         2002     Gable  CompShg     VinylSd     VinylSd       None
## 1127         1992     Gable  CompShg     HdBoard     HdBoard       None
## 1128         1975     Gable  CompShg     Plywood     Plywood      Stone
## 1129         1974     Gable  CompShg     Plywood     Plywood       None
## 1130         1987     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1131         1995       Hip  CompShg     HdBoard     HdBoard    BrkFace
## 1132         2007     Gable  CompShg     VinylSd     VinylSd       None
## 1133         2007       Hip  CompShg     VinylSd     VinylSd       <NA>
## 1134         1985     Gable  CompShg     Plywood     Plywood       None
## 1135         2001     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1136         2002       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1137         1996     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1138         2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1139         2007       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 1140         1953     Gable  CompShg     MetalSd     MetalSd       None
## 1141         1997     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1142         1972     Gable  CompShg     CemntBd     CmentBd       None
## 1143         1970     Gable  CompShg     CemntBd     CmentBd       None
## 1144         1970     Gable  CompShg     CemntBd     CmentBd    BrkFace
## 1145         1976     Gable  CompShg     CemntBd     CmentBd       None
## 1146         1977     Gable  CompShg     Plywood     Plywood    BrkFace
## 1147         1977     Gable  CompShg     HdBoard     Plywood       None
## 1148         1994     Gable  CompShg     Plywood     Plywood       None
## 1149         1977     Gable  CompShg     Plywood     Plywood       None
## 1150         1971     Gable  CompShg     Wd Sdng     HdBoard       None
## 1151         1961      Shed  CompShg     Plywood     Plywood       <NA>
## 1152         2003     Gable  CompShg     Plywood     Plywood       None
## 1153         1983     Gable  CompShg     HdBoard     HdBoard       None
## 1154         1984     Gable  CompShg     Plywood     HdBoard       None
## 1155         1954       Hip  CompShg     Wd Sdng     Wd Sdng      Stone
## 1156         1956       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1157         1957     Gable  CompShg     Wd Sdng     Wd Sdng      Stone
## 1158         1957     Gable  CompShg     Wd Sdng     Wd Sdng      Stone
## 1159         1969     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1160         1998     Gable  CompShg     VinylSd     VinylSd       None
## 1161         1995     Gable  CompShg     HdBoard     HdBoard       None
## 1162         1996     Gable  CompShg     HdBoard     HdBoard       None
## 1163         2005     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1164         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1165         1994     Gable  CompShg     CemntBd     CmentBd       None
## 1166         1994     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1167         1987     Gable  CompShg     HdBoard     HdBoard       None
## 1168         2006       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1169         2006       Hip  CompShg     CemntBd     CmentBd    BrkFace
## 1170         2006       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1171         2006       Hip  CompShg     VinylSd     VinylSd      Stone
## 1172         2006       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1173         2005       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 1174         2005       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1175         1980     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1176         1978     Gable  CompShg     Plywood     Plywood    BrkFace
## 1177         1976     Gable  CompShg     VinylSd     Wd Shng      Stone
## 1178         2006     Gable  CompShg     VinylSd     VinylSd       None
## 1179         2000     Gable  CompShg     Plywood     Plywood    BrkFace
## 1180         1974     Gable  CompShg     HdBoard     Plywood    BrkFace
## 1181         1971     Gable  CompShg     HdBoard     HdBoard       None
## 1182         2002     Gable  CompShg     MetalSd     MetalSd       None
## 1183         1973     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1184         1973     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1185         1972     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1186         1972     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1187         1972     Gable  CompShg     HdBoard     HdBoard    BrkFace
## 1188         1975     Gable  CompShg     Plywood     Plywood       None
## 1189         1975       Hip  CompShg     MetalSd     MetalSd       None
## 1190         1976     Gable  CompShg     Plywood     Brk Cmn       None
## 1191         1976     Gable  CompShg     Plywood     Brk Cmn       None
## 1192         2006       Hip  CompShg     VinylSd     VinylSd      Stone
## 1193         2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1194         2006       Hip  CompShg     VinylSd     VinylSd      Stone
## 1195         2005       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1196         2006       Hip  CompShg     VinylSd     VinylSd    BrkFace
## 1197         2006     Gable  CompShg     MetalSd     MetalSd    BrkFace
## 1198         2006     Gable  CompShg     CemntBd     CmentBd       <NA>
## 1199         2006     Gable  CompShg     VinylSd     VinylSd       None
## 1200         2006       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 1201         2006     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1202         2005       Hip  CompShg     MetalSd     MetalSd    BrkFace
## 1203         2004     Gable  CompShg     VinylSd     VinylSd    BrkFace
## 1204         2005       Hip  CompShg     MetalSd     MetalSd    BrkFace
##      MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond
## 1             0        TA        TA     CBlock       TA       TA
## 2           108        TA        TA     CBlock       TA       TA
## 3             0        TA        TA      PConc       Gd       TA
## 4            20        TA        TA      PConc       TA       TA
## 5             0        Gd        TA      PConc       Gd       TA
## 6             0        TA        TA      PConc       Gd       TA
## 7             0        TA        Gd      PConc       Gd       TA
## 8             0        TA        TA      PConc       Gd       TA
## 9             0        TA        TA      PConc       Gd       TA
## 10            0        TA        TA     CBlock       TA       TA
## 11            0        Gd        TA      PConc       Gd       TA
## 12          504        TA        TA     CBlock       TA       TA
## 13          492        TA        TA     CBlock       TA       TA
## 14            0        TA        TA     CBlock       TA       TA
## 15            0        TA        TA     CBlock       Gd       TA
## 16          162        Ex        TA      PConc       Ex       TA
## 17          256        Gd        TA      PConc       Gd       TA
## 18          615        Gd        TA      PConc       Ex       TA
## 19          240        Gd        TA      PConc       Ex       TA
## 20         1095        Ex        TA      PConc       Ex       TA
## 21          232        Gd        TA      PConc       Gd       TA
## 22          178        Gd        TA      PConc       Gd       TA
## 23            0        Gd        TA      PConc       Gd       TA
## 24           14        Gd        TA      PConc       Gd       TA
## 25            0        Gd        TA      PConc       Gd       TA
## 26            0        Gd        TA      PConc       Gd       TA
## 27          114        Gd        TA      PConc       Ex       TA
## 28          226        Gd        TA      PConc       Gd       TA
## 29            0        Gd        TA      PConc       Gd       TA
## 30            0        Gd        TA      PConc       Ex       TA
## 31          122        Gd        TA      PConc       Gd       TA
## 32            0        TA        Fa     BrkTil       TA       TA
## 33          250        TA        Gd     CBlock       TA       TA
## 34          504        Gd        TA      PConc       Gd       TA
## 35          180        Gd        TA      PConc       Gd       TA
## 36            0        Gd        TA      PConc       Ex       TA
## 37            0        Gd        TA      PConc       Gd       TA
## 38          120        Gd        TA      PConc       Gd       TA
## 39            0        Gd        TA      PConc       Gd       TA
## 40          216        Gd        TA      PConc       Gd       TA
## 41         1159        Gd        TA      PConc       Gd       TA
## 42            0        Gd        TA      PConc       Gd       TA
## 43            0        Gd        TA      PConc       Ex       Po
## 44            0        Gd        TA      PConc       Gd       TA
## 45            0        Gd        TA      PConc       Gd       TA
## 46          120        TA        TA     CBlock       TA       TA
## 47            0        TA        TA      PConc       Gd       TA
## 48            0        TA        TA      PConc       Gd       TA
## 49            0        TA        TA     CBlock       TA       TA
## 50          172        TA        TA     CBlock       TA       TA
## 51            0        TA        TA      PConc       Gd       TA
## 52          268        TA        TA     CBlock       TA       TA
## 53            0        TA        TA     CBlock       TA       TA
## 54          144        TA        TA     CBlock       TA       TA
## 55          265        Gd        TA     CBlock       TA       TA
## 56          340        TA        Gd     CBlock       TA       TA
## 57          216        TA        TA     CBlock       TA       TA
## 58            0        TA        TA     CBlock       TA       TA
## 59          506        Gd        TA      PConc       Gd       TA
## 60          150        TA        TA     CBlock       TA       TA
## 61           91        TA        TA     CBlock       TA       TA
## 62          432        TA        TA     CBlock       TA       TA
## 63            0        TA        TA     CBlock       TA       TA
## 64            0        TA        TA     CBlock       TA       TA
## 65            0        TA        Gd     CBlock       TA       TA
## 66            0        TA        TA     CBlock       TA       TA
## 67            0        TA        TA     BrkTil       TA       TA
## 68            0        TA        TA     CBlock       TA       TA
## 69            0        TA        TA     CBlock       TA       TA
## 70          218        TA        TA     CBlock       TA       TA
## 71          771        TA        TA      PConc       TA       TA
## 72            0        TA        TA      PConc       TA       TA
## 73            0        TA        TA     CBlock       TA       TA
## 74            0        TA        TA      PConc       Gd       TA
## 75            0        TA        Gd     BrkTil       TA       TA
## 76            0        TA        TA     BrkTil       TA       TA
## 77            0        TA        Fa     BrkTil       Fa       Fa
## 78            0        Gd        Gd     BrkTil       TA       TA
## 79            0        Gd        Gd      Stone       Fa       Fa
## 80            0        TA        Fa     BrkTil       TA       TA
## 81            0        TA        TA     CBlock       Fa       TA
## 82            0        TA        Gd     CBlock       TA       TA
## 83            0        TA        TA     BrkTil       Gd       TA
## 84            0        TA        TA     BrkTil       TA       TA
## 85            0        TA        TA     BrkTil       TA       Gd
## 86            0        TA        Gd     CBlock       TA       TA
## 87          300        TA        TA     CBlock       TA       TA
## 88            0        TA        TA     CBlock       TA       TA
## 89            0        TA        TA     CBlock       TA       Fa
## 90            0        TA        TA     BrkTil       TA       TA
## 91            0        TA        TA     BrkTil       Fa       Fa
## 92            0        TA        Fa     CBlock       TA       TA
## 93            0        Gd        Gd      PConc       TA       TA
## 94            0        TA        Gd     BrkTil       TA       TA
## 95           90        TA        TA     CBlock       Gd       TA
## 96            0        TA        TA     BrkTil       Gd       Fa
## 97            0        Fa        Fa     BrkTil       TA       TA
## 98            0        TA        TA     CBlock       Fa       TA
## 99            0        TA        TA     CBlock       TA       TA
## 100           0        TA        Gd     BrkTil       TA       TA
## 101          72        Fa        Fa     CBlock       TA       TA
## 102          47        TA        TA     CBlock       TA       TA
## 103           0        TA        TA     CBlock       TA       TA
## 104           0        TA        TA     CBlock       Gd       TA
## 105           0        TA        Gd     CBlock       TA       Gd
## 106           0        Gd        Gd     CBlock       Gd       TA
## 107           0        TA        TA     BrkTil       Fa       TA
## 108         288        TA        TA      PConc       Gd       TA
## 109           0        TA        TA     CBlock       TA       TA
## 110           0        TA        TA     CBlock       TA       TA
## 111           0        TA        TA     CBlock       TA       Fa
## 112           0        TA        TA     CBlock       TA       TA
## 113          96        Gd        TA      PConc       Gd       TA
## 114           0        TA        Fa     CBlock       TA       TA
## 115         177        Gd        TA     CBlock       Gd       TA
## 116          85        Gd        Gd      PConc       Gd       TA
## 117          80        Gd        TA      PConc       Gd       TA
## 118           0        TA        TA      PConc       Fa       Gd
## 119           0        TA        Gd      PConc       Gd       Fa
## 120           0        TA        TA      PConc       Gd       TA
## 121           0        Gd        Gd     CBlock       Gd       TA
## 122           0        TA        TA     CBlock       TA       TA
## 123         320        Gd        TA      PConc       Gd       TA
## 124           0        Gd        TA      PConc       Gd       TA
## 125         170        Gd        TA      PConc       Gd       TA
## 126           0        TA        Gd     CBlock     <NA>     <NA>
## 127           0        TA        Gd     CBlock       Fa       TA
## 128           0        TA        TA     CBlock       Gd       TA
## 129           0        TA        TA     CBlock       TA       TA
## 130           0        TA        TA     CBlock       TA       TA
## 131           0        TA        TA     CBlock       TA       TA
## 132         203        TA        TA     BrkTil       TA       TA
## 133           0        TA        TA     CBlock       TA       TA
## 134           0        TA        TA       Slab     <NA>     <NA>
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## 985           0        TA        TA     BrkTil       Fa       TA
## 986           0        TA        TA      PConc       TA       TA
## 987           0        Gd        Gd     BrkTil       TA       TA
## 988           0        TA        TA     BrkTil       TA       TA
## 989           0        TA        TA     BrkTil       TA       TA
## 990           0        TA        TA     CBlock       Gd       Gd
## 991           0        TA        Gd     BrkTil       TA       Fa
## 992           0        TA        Gd      PConc       TA       TA
## 993           1        TA        TA     CBlock     <NA>     <NA>
## 994           0        TA        TA       Slab     <NA>     <NA>
## 995           0        TA        Gd      PConc       TA       TA
## 996           0        TA        TA     CBlock       Fa       TA
## 997           0        TA        Gd     CBlock       TA       TA
## 998           0        TA        TA     CBlock       TA       TA
## 999           0        Gd        TA     BrkTil       TA       TA
## 1000          0        TA        TA     BrkTil       TA       TA
## 1001          0        TA        Gd     BrkTil       TA       TA
## 1002          0        TA        TA     BrkTil       TA       TA
## 1003          0        TA        TA     BrkTil       TA       TA
## 1004          0        TA        Gd     CBlock       TA       TA
## 1005          0        TA        Gd      PConc       TA       TA
## 1006          0        TA        TA      PConc       Fa       TA
## 1007          0        TA        TA     BrkTil       TA       TA
## 1008          0        TA        TA     CBlock       TA       TA
## 1009          0        TA        TA     CBlock       TA       TA
## 1010        234        TA        TA     CBlock       TA       TA
## 1011          0        TA        Ex     CBlock       TA       TA
## 1012          0        TA        TA     CBlock       TA       Fa
## 1013          0        TA        TA     BrkTil       Fa       TA
## 1014          0        Fa        Fa     CBlock       TA       Fa
## 1015          0        TA        Gd     CBlock       TA       TA
## 1016          0        TA        TA     CBlock       TA       TA
## 1017          0        TA        TA     CBlock       Gd       TA
## 1018         30        TA        TA     CBlock       Gd       TA
## 1019          0        TA        TA     CBlock       TA       TA
## 1020         50        Gd        Gd     CBlock       TA       TA
## 1021        442        TA        TA     CBlock       TA       TA
## 1022          0        TA        TA     CBlock       Gd       TA
## 1023         89        TA        TA     CBlock       TA       TA
## 1024        323        TA        Gd     CBlock       TA       TA
## 1025          0        TA        Gd     CBlock       TA       TA
## 1026          0        TA        TA     CBlock       TA       TA
## 1027        356        TA        Fa     CBlock       Gd       TA
## 1028          0        TA        TA     BrkTil       TA       TA
## 1029          0        TA        TA     CBlock       TA       TA
## 1030        340        TA        TA     CBlock       TA       TA
## 1031          0        Fa        TA       Slab     <NA>     <NA>
## 1032        136        TA        TA      PConc       Gd       TA
## 1033          0        TA        Gd     CBlock       TA       Gd
## 1034          0        TA        TA     CBlock       TA       TA
## 1035          0        TA        TA     CBlock       TA       TA
## 1036        300        TA        Gd     CBlock       Gd       Fa
## 1037          0        TA        TA     CBlock       TA       TA
## 1038          0        TA        TA     CBlock       TA       TA
## 1039          0        TA        TA       Slab     <NA>     <NA>
## 1040        149        Gd        Ex     CBlock       TA       TA
## 1041          0        TA        TA     CBlock       Fa       TA
## 1042          0        TA        TA      PConc       TA       TA
## 1043          0        Fa        Fa     BrkTil       TA       Fa
## 1044          0        TA        TA     CBlock       TA       TA
## 1045          0        Gd        Gd      PConc       Gd       Gd
## 1046        306        Gd        TA      PConc       Gd       TA
## 1047          0        Gd        TA      PConc       Gd       TA
## 1048        306        Gd        TA      PConc       Gd       TA
## 1049        204        Gd        TA      PConc       Gd       TA
## 1050        132        Gd        TA      PConc       Gd       TA
## 1051          0        Gd        TA      PConc       Gd       TA
## 1052          0        Gd        TA      PConc       Gd       TA
## 1053        360        Gd        TA      PConc       Gd       TA
## 1054          0        Gd        TA     CBlock       Gd       Gd
## 1055          0        TA        TA      PConc       Gd       TA
## 1056          0        TA        Gd      PConc       Gd       TA
## 1057          0        TA        Gd      PConc       Gd       Gd
## 1058          0        TA        TA      PConc       Gd       TA
## 1059          0        Gd        TA      PConc       Gd       TA
## 1060        290        Gd        TA      PConc       Gd       TA
## 1061          0        Gd        TA      PConc       Gd       TA
## 1062        144        Gd        TA      PConc       Gd       TA
## 1063          0        TA        TA     CBlock       Gd       TA
## 1064        113        TA        Gd     CBlock       Gd       TA
## 1065         51        TA        TA     CBlock       TA     <NA>
## 1066          0        TA        TA     CBlock       Gd       TA
## 1067          0        TA        TA     CBlock       Gd       TA
## 1068          0        TA        TA     CBlock       TA       TA
## 1069          0        TA        TA     CBlock       TA       TA
## 1070          0        TA        Gd     CBlock       TA       TA
## 1071          0        Gd        TA      PConc       TA       TA
## 1072          0        Gd        TA      PConc       Gd       TA
## 1073        214        Gd        TA      PConc       Gd       TA
## 1074        519        Gd        TA      PConc       Gd       TA
## 1075        256        Gd        TA      PConc       Gd       TA
## 1076        254        Gd        TA      PConc       Gd       TA
## 1077        158        Gd        TA      PConc       Gd       TA
## 1078          0        Gd        TA      PConc       Gd       TA
## 1079          0        Gd        TA      PConc       Gd       TA
## 1080          0        Gd        TA      PConc       Gd       TA
## 1081          0        Gd        TA      PConc       Gd       TA
## 1082          0        Gd        TA      PConc       Gd       TA
## 1083        162        TA        TA     CBlock       Gd       TA
## 1084         20        TA        Gd     CBlock       TA       TA
## 1085          0        TA        Gd     CBlock       TA       TA
## 1086        198        TA        TA     CBlock       TA       TA
## 1087          0        TA        Fa     CBlock       TA       TA
## 1088          0        TA        TA       Slab     <NA>     <NA>
## 1089          0        TA        TA      PConc       Gd       Gd
## 1090       1224        Ex        TA      PConc       Ex       TA
## 1091         76        TA        TA      PConc       Gd       TA
## 1092          0        TA        TA     CBlock       TA       TA
## 1093        128        TA        TA      PConc     <NA>     <NA>
## 1094          0        TA        TA     CBlock       TA       TA
## 1095          0        TA        TA     BrkTil       TA       TA
## 1096          0        TA        TA     CBlock       TA       TA
## 1097          0        TA        TA     CBlock       TA       TA
## 1098          0        TA        TA      PConc       TA       TA
## 1099          0        TA        TA      PConc       TA       TA
## 1100          0        TA        TA     BrkTil       TA       TA
## 1101          0        TA        TA     BrkTil       Gd       TA
## 1102          0        TA        TA     BrkTil       TA       TA
## 1103          0        TA        TA     BrkTil       TA       TA
## 1104          0        TA        TA     BrkTil       TA       TA
## 1105          0        TA        TA     CBlock     <NA>     <NA>
## 1106          0        TA        Gd     BrkTil       TA       Gd
## 1107          0        TA        TA     CBlock       TA       Fa
## 1108        423        TA        Fa     CBlock       TA       Gd
## 1109          0        TA        TA      PConc       Gd       TA
## 1110          0        TA        Gd     CBlock       Gd       TA
## 1111          0        TA        TA      PConc       Gd       TA
## 1112          0        TA        TA     CBlock       Gd       TA
## 1113        652        TA        TA     CBlock       Gd       TA
## 1114          0        Gd        TA     CBlock       Gd       TA
## 1115          0        TA        TA     BrkTil       TA       TA
## 1116          0        Gd        Gd     BrkTil       TA       Po
## 1117          0        TA        TA     BrkTil       Gd       TA
## 1118          0        TA        TA     BrkTil       TA       TA
## 1119          0        TA        TA     BrkTil     <NA>     <NA>
## 1120          0        TA        Gd     CBlock       TA       TA
## 1121          0        TA        TA     CBlock       TA       TA
## 1122          0        Gd        TA     BrkTil       TA       TA
## 1123        473        Gd        TA      PConc       Gd       TA
## 1124          0        TA        TA     CBlock       Gd       TA
## 1125        166        Gd        TA      PConc       Gd       TA
## 1126          0        Gd        TA      PConc       Gd       TA
## 1127          0        TA        TA      PConc       Gd       TA
## 1128         50        TA        TA     CBlock       TA       TA
## 1129          0        TA        TA     CBlock       Gd       TA
## 1130        352        Gd        TA     BrkTil       Gd       TA
## 1131       1224        TA        Gd     CBlock       TA       TA
## 1132          0        Gd        TA      PConc       Gd       TA
## 1133         NA        Gd        TA      PConc       Gd       TA
## 1134          0        TA        TA     CBlock       Gd       TA
## 1135         86        Gd        TA      PConc       Ex       TA
## 1136        886        Gd        TA      PConc       Gd       TA
## 1137        203        Gd        TA      PConc       Ex       TA
## 1138         94        Gd        TA      PConc       Gd       TA
## 1139        242        Ex        TA      PConc       Ex       TA
## 1140          0        TA        TA     CBlock     <NA>     <NA>
## 1141        134        TA        TA      PConc       Ex       TA
## 1142          0        TA        TA     CBlock       TA       TA
## 1143          0        TA        TA     CBlock       Gd       TA
## 1144        189        TA        TA     CBlock       TA       TA
## 1145          0        TA        TA     CBlock       TA       TA
## 1146        144        TA        TA      PConc       Gd       TA
## 1147          0        TA        TA      PConc       Gd       TA
## 1148          0        TA        Fa      PConc       TA       TA
## 1149          0        TA        TA      PConc       Gd       TA
## 1150          0        TA        TA     CBlock       Gd       TA
## 1151        198        TA        TA     CBlock       TA       TA
## 1152          0        TA        TA      PConc       Gd       TA
## 1153          0        TA        TA     CBlock       Gd       TA
## 1154          0        TA        TA     CBlock       TA       TA
## 1155         28        TA        TA     CBlock       TA       TA
## 1156        244        TA        Gd     CBlock       TA       TA
## 1157        302        TA        TA     CBlock       TA       TA
## 1158        902        TA        TA     CBlock       Gd       TA
## 1159        434        TA        Gd     CBlock       TA       TA
## 1160          0        TA        TA      PConc       TA       TA
## 1161          0        TA        TA      PConc       Gd       TA
## 1162          0        TA        TA      PConc       Gd       TA
## 1163        216        Gd        TA      PConc       Gd       TA
## 1164        248        Gd        TA      PConc       Gd       TA
## 1165          0        Gd        TA      PConc       Gd       TA
## 1166        112        TA        TA      PConc       Gd       TA
## 1167          0        TA        TA     CBlock       Gd       TA
## 1168        600        Gd        Ex      PConc       Ex       TA
## 1169        662        Ex        TA      PConc       Ex       TA
## 1170        184        Gd        TA      PConc       Ex       Gd
## 1171        734        Ex        TA      PConc       Ex       TA
## 1172        550        Gd        TA      PConc       Ex       TA
## 1173        230        Gd        TA      PConc       Ex       TA
## 1174        420        Ex        TA      PConc       Ex       TA
## 1175        130        TA        TA     CBlock       Gd       TA
## 1176         68        TA        TA     CBlock       TA       TA
## 1177        252        Gd        TA     CBlock       Ex       TA
## 1178          0        Gd        TA      PConc       Gd       TA
## 1179        248        TA        TA     CBlock       TA       Fa
## 1180        176        TA        TA     CBlock       TA       TA
## 1181          0        TA        TA     CBlock       TA       TA
## 1182          0        Gd        TA      PConc       Gd       TA
## 1183        514        TA        TA     CBlock       TA       TA
## 1184        200        TA        TA     CBlock       TA       TA
## 1185        380        TA        TA     CBlock       TA       TA
## 1186        504        TA        TA     CBlock       TA       TA
## 1187        504        TA        TA     CBlock       TA       TA
## 1188          0        TA        TA     CBlock       Gd       TA
## 1189          0        TA        TA     CBlock       TA       TA
## 1190          0        TA        TA     CBlock       TA       TA
## 1191          0        TA        TA     CBlock       Gd       TA
## 1192        215        Gd        TA      PConc       Ex       Gd
## 1193        232        Gd        TA      PConc       Gd       TA
## 1194        206        Gd        TA      PConc       Ex       Gd
## 1195        568        Ex        TA      PConc       Ex       TA
## 1196        525        Gd        TA      PConc       Gd       TA
## 1197        385        Ex        TA      PConc       Ex       Gd
## 1198         NA        Gd        TA      PConc       Ex       TA
## 1199          0        Gd        TA      PConc       Ex       TA
## 1200        142        Gd        TA      PConc       Ex       TA
## 1201        430        Ex        TA      PConc       Ex       TA
## 1202        674        Ex        TA      PConc       Ex       TA
## 1203        112        Gd        TA      PConc       Gd       TA
## 1204        278        Ex        TA      PConc       Ex       TA
##      BsmtExposure BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2
## 1              No          Rec        468          LwQ        144
## 2              No          ALQ        923          Unf          0
## 3              No          GLQ        791          Unf          0
## 4              No          GLQ        602          Unf          0
## 5              No          ALQ        263          Unf          0
## 6              No          Unf          0          Unf          0
## 7              No          ALQ        935          Unf          0
## 8              No          Unf          0          Unf          0
## 9              Gd          GLQ        637          Unf          0
## 10             No          ALQ        804          Rec         78
## 11             No          GLQ       1051          BLQ          0
## 12             No          Rec        156          Unf          0
## 13             No          Rec        300          Unf          0
## 14             No          ALQ        514          Unf          0
## 15             No          Unf          0          Unf          0
## 16             No          Unf          0          Unf          0
## 17             No          Unf          0          Unf          0
## 18             No          GLQ        110          Unf          0
## 19             No          GLQ         28          Unf          0
## 20             Gd          GLQ       1373          Unf          0
## 21             Gd          GLQ        578          Unf          0
## 22             Mn          GLQ         24          Unf          0
## 23             No          Unf          0          Unf          0
## 24             Av          GLQ         16          Unf          0
## 25             No          GLQ        326          Unf          0
## 26             No          Unf          0          Unf          0
## 27             No          Unf          0          Unf          0
## 28           <NA>          Unf          0          Unf          0
## 29             No          Unf          0          Unf          0
## 30             No          GLQ       1414          Unf          0
## 31             Av          Unf          0          Unf          0
## 32             No          Unf          0          Unf          0
## 33             Gd          BLQ        126          GLQ        859
## 34             No          LwQ        250          GLQ        981
## 35             No          GLQ       1129          Unf          0
## 36             Av          GLQ       1298          Unf          0
## 37             No          Unf          0          Unf          0
## 38             Av          GLQ        280          Unf          0
## 39             No          GLQ        368          ALQ         42
## 40             No          GLQ        376          Unf          0
## 41             No          GLQ        466          Unf          0
## 42             No          GLQ        244          Unf          0
## 43             No          GLQ       1032          Unf          0
## 44             No          GLQ        484          Unf          0
## 45             No          GLQ        833          Unf          0
## 46             No          GLQ        506          Unf          0
## 47             Mn          GLQ       1137          Unf          0
## 48             Mn          ALQ        687          LwQ         46
## 49             No          ALQ        329          Unf          0
## 50             No          Rec        698          Unf          0
## 51             No          BLQ       1059          Unf          0
## 52             No          BLQ       1010          Unf          0
## 53             No          Unf          0          Unf          0
## 54             No          BLQ       1500          Unf          0
## 55             No          LwQ        670          Unf          0
## 56             No          Rec        300          Unf          0
## 57             Gd          GLQ        944          Unf          0
## 58             No          Unf          0          Unf          0
## 59             No          GLQ       1188          Unf          0
## 60             No          BLQ        856          Rec        162
## 61             No          Rec        936          Unf          0
## 62             No          Rec        734          Unf          0
## 63             No          Unf          0          Unf          0
## 64             No          BLQ        339          Unf          0
## 65             No          Rec        648          Unf          0
## 66             Av          Rec        532          Unf          0
## 67             No          Unf          0          Unf          0
## 68             No          ALQ        481          Rec        174
## 69             No          Rec        588          LwQ        350
## 70             Gd          BLQ        717          LwQ        263
## 71             No          ALQ         48          Unf          0
## 72             No          BLQ        579          Unf          0
## 73             Mn          BLQ        274          Rec       1073
## 74             No          Unf          0          Unf          0
## 75             No          BLQ        780          Unf          0
## 76             No          Rec        176          Unf          0
## 77             No          Unf          0          Unf          0
## 78             No          Unf          0          Unf          0
## 79             No          Unf          0          Unf          0
## 80             Mn          Unf          0          Unf          0
## 81             No          Rec        283          Unf          0
## 82             No          Rec        788          Unf          0
## 83             No          BLQ        474          Unf          0
## 84             No          Rec        188          Unf          0
## 85             No          BLQ        452          LwQ         12
## 86             No          LwQ        264          Unf          0
## 87             No          Rec        360          LwQ        159
## 88             No          Rec        300          Unf          0
## 89             No          Rec        276          Unf          0
## 90             No          LwQ        448          Unf          0
## 91             No          ALQ        960          Unf          0
## 92             No          Unf          0          Unf          0
## 93             No          Unf          0          Unf          0
## 94             No          Unf          0          Unf          0
## 95             No          Rec        766          Unf          0
## 96             No          Unf          0          Unf          0
## 97             No          Rec       1026          Unf          0
## 98             No          LwQ        368          Unf          0
## 99             No          Rec         73          Unf          0
## 100            Mn          LwQ        736          Unf          0
## 101            No          ALQ        704          Unf          0
## 102            Mn          BLQ        240          Rec        474
## 103            No          GLQ        775          Unf          0
## 104            Av          GLQ       1319          Unf          0
## 105            No          Rec        267          ALQ        453
## 106            Gd          ALQ       1092          Unf          0
## 107            No          Unf          0          Unf          0
## 108            Av          ALQ        964          Unf          0
## 109            Mn          BLQ        288          LwQ        684
## 110            No          GLQ        104          Rec        387
## 111            No          LwQ        192          Unf          0
## 112            Av          BLQ        954          Unf          0
## 113            Gd          GLQ       1346          Unf          0
## 114            Mn          Unf          0          Unf          0
## 115            Gd          GLQ       1433          Unf          0
## 116            No          GLQ        860          Unf          0
## 117            No          GLQ         24          Unf          0
## 118            No          Unf          0          Unf          0
## 119            Av          GLQ        870          Unf          0
## 120            No          ALQ        353          Unf          0
## 121            No          GLQ        198          Rec        688
## 122            Av          ALQ        480          Unf          0
## 123            No          GLQ       1682          Unf          0
## 124            No          Unf          0          Unf          0
## 125            Av          GLQ        672          Unf          0
## 126          <NA>         <NA>          0         <NA>          0
## 127            No          Unf          0          Unf          0
## 128            Gd          ALQ       1070          Unf          0
## 129            No          Unf          0          Unf          0
## 130            Av          ALQ        528          Unf          0
## 131            No          Unf          0          Unf          0
## 132            Mn          Rec        133          Unf          0
## 133            No          Rec        238          Unf          0
## 134          <NA>         <NA>          0         <NA>          0
## 135            No          Unf          0          Unf          0
## 136            No          ALQ        426          BLQ        252
## 137            No          ALQ        375          Unf          0
## 138            No          GLQ        343          Unf          0
## 139            Gd          GLQ        747          Unf          0
## 140            Av          GLQ         76          Unf          0
## 141            No          BLQ        480          Unf          0
## 142            Mn          BLQ        308          Unf          0
## 143            No          Unf          0          Unf          0
## 144            Gd          GLQ       1373          Unf          0
## 145            No          GLQ        615          Unf          0
## 146            No          ALQ        679          Unf          0
## 147            No          Unf          0          Unf          0
## 148            No          GLQ         78          Unf          0
## 149            No          Unf          0          Unf          0
## 150            No          Unf          0          Unf          0
## 151            No          Rec         42          Unf          0
## 152            Av          Unf          0          Unf          0
## 153            No          Unf          0          Unf          0
## 154            Gd          GLQ        915          Unf          0
## 155            No          GLQ        176          Unf          0
## 156            No          Unf          0          Unf          0
## 157            No          Rec        294          Unf          0
## 158            No          ALQ        469          Unf          0
## 159            Mn          Rec        207          GLQ        590
## 160            No          Unf          0          Unf          0
## 161            No          Rec        458          Unf          0
## 162            Av          BLQ        476          Unf          0
## 163            Gd          GLQ       1341          LwQ        284
## 164            Mn          GLQ        944          Unf          0
## 165            No          Rec        564          Unf          0
## 166            No          LwQ        844          Unf          0
## 167            No          ALQ        847          Unf          0
## 168            Gd          GLQ        850          Unf          0
## 169            No          GLQ        284          Unf          0
## 170            Av          GLQ       1965          Unf          0
## 171            Av          GLQ        341          Unf          0
## 172            No          GLQ        741          Unf          0
## 173            No          GLQ        189          Unf          0
## 174            No          GLQ        476          Unf          0
## 175            No          GLQ        600          Unf          0
## 176            No          Unf          0          Unf          0
## 177            No          ALQ        400          Unf          0
## 178            No          Unf          0          Unf          0
## 179            No          LwQ        363          Unf          0
## 180            No          ALQ        602          Unf          0
## 181            No          ALQ        832          Unf          0
## 182            Mn          GLQ        622          Unf          0
## 183            No          Unf          0          Unf          0
## 184            No          GLQ        225          ALQ        276
## 185            Av          ALQ       1333          LwQ        168
## 186            No          ALQ        888          Unf          0
## 187            No          ALQ        636          Unf          0
## 188            No          Unf          0          Unf          0
## 189            No          ALQ        500          Unf          0
## 190            No          ALQ        726          Unf          0
## 191            No          ALQ        240          Unf          0
## 192            No          BLQ        254          Unf          0
## 193            No          Rec        110          LwQ        294
## 194            No          ALQ        306          Unf          0
## 195            No          ALQ        435          LwQ        622
## 196            No          ALQ        389          Unf          0
## 197            No          ALQ        320          Unf          0
## 198            No          ALQ        279          Unf          0
## 199            No          ALQ        536          Unf          0
## 200            No          BLQ        644          Unf          0
## 201            No          GLQ       1360          Unf          0
## 202            No          GLQ        986          Unf          0
## 203            Av          GLQ       1232          Unf          0
## 204            Gd          GLQ       2288          Unf          0
## 205            No          Unf          0          Unf          0
## 206            Gd          GLQ       1531          Unf          0
## 207            Av          GLQ       1230          Unf          0
## 208            Mn          GLQ       1015          Unf          0
## 209            Av          GLQ       1037          Unf          0
## 210            No          GLQ       1142          Unf          0
## 211            No          ALQ       1262          Unf          0
## 212            No          GLQ       1972          Unf          0
## 213            No          Unf          0          Unf          0
## 214            No          Unf          0          Unf          0
## 215            Av          ALQ        836          Unf          0
## 216            Av          GLQ        881          Unf          0
## 217            No          GLQ        876          Unf          0
## 218            Gd          GLQ       2146          Unf          0
## 219            Gd          GLQ       1557          Unf          0
## 220            No          GLQ        800          Unf          0
## 221            No          Unf          0          Unf          0
## 222            Gd          GLQ       1196          Unf          0
## 223            No          Unf          0          Unf          0
## 224            No          Unf          0          Unf          0
## 225            Av          Unf          0          Unf          0
## 226            Av          GLQ         16          Unf          0
## 227            Mn          Unf          0          Unf          0
## 228            No          Unf          0          Unf          0
## 229            Mn          Unf          0          Unf          0
## 230            No          GLQ        652          Unf          0
## 231            No          GLQ        494          Unf          0
## 232            No          GLQ        651          Unf          0
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## 1197           Av          GLQ       1290          Unf          0
## 1198           Av          Unf          0          Unf          0
## 1199           Gd          Unf          0          Unf          0
## 1200           Av          GLQ        880          Unf          0
## 1201           Gd          GLQ       1232          Unf          0
## 1202           Gd          GLQ       1383          Unf          0
## 1203           No          GLQ        994          Unf          0
## 1204           No          GLQ        472          Unf          0
##      BsmtUnfSF TotalBsmtSF Heating HeatingQC CentralAir Electrical
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## 4          324         926    GasA        Ex          Y      SBrkr
## 5         1017        1280    GasA        Ex          Y      SBrkr
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## 79         346         346    GasA        Ex          Y      SBrkr
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## 203        788        2020    GasA        Ex          Y      SBrkr
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## 219        643        2200    GasA        Ex          Y      SBrkr
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## 389          0           0    GasA        TA          Y      SBrkr
## 390        816        1073    GasA        TA          Y      FuseA
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## 396        605        1079    GasA        Ex          Y      SBrkr
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## 399          0           0    GasA        TA          Y      SBrkr
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## 762        120        1594    GasA        Ex          Y      SBrkr
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## 797        938         938    GasA        Ex          Y      SBrkr
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## 1164      1640        1700    GasA        Ex          Y      SBrkr
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## 1182       536        1487    GasA        Ex          Y      SBrkr
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## 1187       143         525    GasA        Gd          Y      SBrkr
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## 1189       462         943    GasA        TA          Y      SBrkr
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## 1108        1        1            3            1          TA            6
## 1109        2        0            3            1          TA            7
## 1110        1        0            2            1          TA            5
## 1111        2        0            4            1          Gd            7
## 1112        1        0            1            1          TA            4
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## 1115        1        0            3            1          Gd            6
## 1116        2        0            3            1          TA            6
## 1117        2        0            3            1          Gd            6
## 1118        1        0            2            1          TA            5
## 1119        1        0            1            1          TA            4
## 1120        2        0            4            2          TA            9
## 1121        1        0            3            1          TA            6
## 1122        1        0            2            1          Gd            5
## 1123        2        0            2            1          Gd            5
## 1124        2        0            2            1          Gd            5
## 1125        2        0            3            1          Gd            6
## 1126        1        1            1            1          Gd            4
## 1127        2        0            3            1          TA            6
## 1128        1        0            3            0          TA            4
## 1129        1        0            2            1          TA            5
## 1130        2        0            2            1          Gd            5
## 1131        2        1            4            1          Gd            7
## 1132        2        0            3            1          Gd            7
## 1133        2        0            2            1          Ex            6
## 1134        2        0            3            1          Gd            6
## 1135        2        0            2            1          Gd            5
## 1136        2        0            2            1          Gd            6
## 1137        2        0            3            1          TA            7
## 1138        3        1            5            1          Gd           10
## 1139        2        0            3            1          Ex            8
## 1140        1        0            2            1          TA            9
## 1141        0        1            0            1          TA            3
## 1142        1        1            3            1          TA            5
## 1143        1        0            2            1          TA            4
## 1144        1        1            3            1          TA            5
## 1145        1        1            3            1          TA            6
## 1146        1        0            1            1          Gd            4
## 1147        2        0            3            1          TA            6
## 1148        1        1            3            1          Gd            6
## 1149        1        1            3            1          TA            6
## 1150        1        0            2            1          TA            5
## 1151        1        0            3            1          TA            6
## 1152        1        1            3            1          TA            6
## 1153        1        0            2            1          TA            4
## 1154        1        0            3            1          TA            5
## 1155        2        0            2            1          TA            5
## 1156        1        0            2            1          Gd            5
## 1157        1        1            3            1          TA            7
## 1158        1        1            1            1          Ex            4
## 1159        2        0            3            1          TA            8
## 1160        2        1            3            1          TA            6
## 1161        2        1            3            1          TA            7
## 1162        2        1            3            1          TA            7
## 1163        2        1            4            1          Gd            7
## 1164        2        1            3            1          Gd            9
## 1165        2        1            4            1          Gd            9
## 1166        2        0            3            1          TA            6
## 1167        2        0            2            1          TA            5
## 1168        3        1            3            1          Ex           11
## 1169        3        1            5            1          Ex           10
## 1170        2        1            4            1          Gd           11
## 1171        2        1            4            1          Ex           11
## 1172        3        1            4            1          Ex           10
## 1173        2        0            2            1          Gd            7
## 1174        2        1            3            1          Ex            8
## 1175        1        0            2            1          TA            5
## 1176        2        1            4            1          TA            8
## 1177        1        0            2            1          TA            5
## 1178        2        1            3            1          Gd            8
## 1179        3        0            3            1          Gd            8
## 1180        2        0            3            1          TA            6
## 1181        1        0            3            1          TA            5
## 1182        2        0            2            1          Gd            4
## 1183        1        1            3            1          TA            6
## 1184        1        1            3            1          Gd            7
## 1185        1        1            3            1          TA            6
## 1186        1        1            2            1          TA            5
## 1187        1        1            3            1          TA            6
## 1188        2        0            2            1          TA            4
## 1189        1        0            3            1          TA            6
## 1190        2        0            2            1          TA            4
## 1191        2        1            3            1          TA            6
## 1192        2        1            4            1          Ex           11
## 1193        2        0            2            1          Gd            6
## 1194        2        0            4            1          Gd            8
## 1195        2        0            2            1          Ex            7
## 1196        2        1            4            1          Ex           10
## 1197        2        1            3            1          Ex            8
## 1198        2        1            3            1          Ex            8
## 1199        2        1            4            1          Gd           10
## 1200        2        1            4            1          Ex           10
## 1201        2        0            2            1          Gd            6
## 1202        2        0            2            1          Ex            7
## 1203        2        1            3            1          Gd            9
## 1204        2        0            2            1          Ex            6
##      Functional Fireplaces FireplaceQu GarageType GarageYrBlt GarageFinish
## 1           Typ          0        <NA>     Attchd        1961          Unf
## 2           Typ          0        <NA>     Attchd        1958          Unf
## 3           Typ          1          TA     Attchd        1997          Fin
## 4           Typ          1          Gd     Attchd        1998          Fin
## 5           Typ          0        <NA>     Attchd        1992          RFn
## 6           Typ          1          TA     Attchd        1993          Fin
## 7           Typ          0        <NA>     Attchd        1992          Fin
## 8           Typ          1          Gd     Attchd        1998          Fin
## 9           Typ          1          Po     Attchd        1990          Unf
## 10          Typ          0        <NA>     Attchd        1970          Fin
## 11          Typ          1          Fa     Attchd        1999          Fin
## 12          Typ          0        <NA>     Detchd        1971          Unf
## 13          Typ          0        <NA>     Detchd        1997          Unf
## 14          Typ          1          TA     Attchd        1975          Unf
## 15          Typ          0        <NA>     Attchd        1975          Unf
## 16          Typ          1          Gd     Attchd        2009          Fin
## 17          Typ          0        <NA>     Attchd        2009          RFn
## 18          Typ          1          Gd     Attchd        2005          Fin
## 19          Typ          1          Gd     Attchd        2005          RFn
## 20          Typ          2          Gd     Attchd        2003          Fin
## 21          Typ          1          Ex     Attchd        2002          Fin
## 22          Typ          1          Gd     Attchd        2006          RFn
## 23          Typ          0        <NA>     Attchd        2005          Fin
## 24          Typ          0        <NA>     Attchd        2006          Fin
## 25          Typ          1          Gd    BuiltIn        2004          Fin
## 26          Typ          1          Gd    BuiltIn        2004          Fin
## 27          Typ          1          TA     Attchd        1998          Fin
## 28          Typ          1          Gd     Attchd        2005          RFn
## 29          Typ          0        <NA>     Attchd        2009          RFn
## 30          Typ          1          Gd     Attchd        2005          Fin
## 31          Typ          0        <NA>     Attchd        2004          RFn
## 32          Typ          0        <NA>     Detchd        1920          Unf
## 33          Typ          2          Fa     Attchd        1974          Fin
## 34          Typ          1          TA     Attchd        1993          RFn
## 35          Typ          1          TA     Attchd        1992          RFn
## 36          Typ          1          Gd     Attchd        2004          Fin
## 37          Typ          0        <NA>     Attchd        2004          RFn
## 38          Typ          0        <NA>     Detchd        2004          RFn
## 39          Typ          0        <NA>     Detchd        2004          RFn
## 40          Typ          0        <NA>     Detchd        2005          RFn
## 41          Typ          0        <NA>     Detchd        2000          Unf
## 42          Typ          0        <NA>     Attchd        2003          RFn
## 43          Typ          1          Gd     Attchd        2010          RFn
## 44          Typ          1          TA     Attchd        2000          RFn
## 45          Typ          1          Gd     Attchd        2002          RFn
## 46          Typ          0        <NA>     Attchd        1967          RFn
## 47          Typ          1          TA     Attchd        1993          Unf
## 48          Typ          1          TA     Attchd        1978          RFn
## 49          Typ          0        <NA>     Attchd        1971          RFn
## 50          Typ          0        <NA>     Attchd        1966          RFn
## 51          Typ          0        <NA>     Attchd        1966          RFn
## 52          Typ          0        <NA>     Attchd        1967          RFn
## 53          Typ          0        <NA>     Attchd        1964          Unf
## 54          Typ          0        <NA>       <NA>          NA         <NA>
## 55         Min2          2          Gd     Detchd        1994          Unf
## 56          Typ          1          Gd     Attchd        1949          Unf
## 57          Typ          1          Gd     Attchd        1966          Unf
## 58          Typ          0        <NA>     Attchd        1958          Unf
## 59          Typ          0        <NA>     Attchd        2003          RFn
## 60          Typ          0        <NA>     Attchd        1959          RFn
## 61          Typ          0        <NA>     Attchd        1959          RFn
## 62          Typ          2          Gd     Attchd        1956          Unf
## 63          Typ          0        <NA>     Attchd        1956          Unf
## 64          Typ          0        <NA>     Detchd        1952          Unf
## 65          Typ          0        <NA>     Attchd        1955          Unf
## 66          Typ          0        <NA>     Attchd        1958          Unf
## 67          Typ          0        <NA>     Detchd        1989          Unf
## 68          Typ          0        <NA>     Detchd        1950          Unf
## 69          Typ          0        <NA>     Detchd        1960          RFn
## 70         Min1          1          TA     Attchd        1963          RFn
## 71         Min2          2          Gd    Basment        1900          Unf
## 72          Typ          1          Gd       <NA>          NA         <NA>
## 73          Typ          0        <NA>     Detchd        1957          Unf
## 74          Typ          0        <NA>     Detchd        1938          Unf
## 75          Typ          1          Gd     Detchd        1948          Unf
## 76          Typ          0        <NA>     Detchd        1962          Unf
## 77          Typ          1          Gd     Detchd        1928          Unf
## 78          Typ          0        <NA>     Detchd        1930          Unf
## 79          Typ          0        <NA>     Detchd        2003          Unf
## 80          Typ          0        <NA>       <NA>          NA         <NA>
## 81         Min1          0        <NA>     Detchd        1970          Unf
## 82          Typ          0        <NA>     Detchd        1950          Unf
## 83          Typ          1          Gd     Detchd        1928          Unf
## 84          Typ          0        <NA>     Detchd        1926          Unf
## 85          Typ          0        <NA>     Detchd        1939          Unf
## 86          Typ          2          Gd     Detchd        1973          Unf
## 87         Min2          2          Fa     Detchd        1942          Unf
## 88          Typ          0        <NA>     Detchd        1948          Unf
## 89          Typ          0        <NA>     Detchd        1979          Fin
## 90          Typ          1          Gd     Detchd        1930          Unf
## 91          Typ          1          Gd     Detchd        1923          Unf
## 92          Typ          1          TA     Detchd        1915          Unf
## 93          Typ          0        <NA>       <NA>          NA         <NA>
## 94          Typ          0        <NA>     Detchd        1920          Unf
## 95          Typ          2          Gd     Attchd        1959          Unf
## 96          Mod          0        <NA>     Detchd        1917          Unf
## 97          Typ          0        <NA>       <NA>          NA         <NA>
## 98          Typ          0        <NA>     Detchd        1940          Unf
## 99          Typ          0        <NA>       <NA>          NA         <NA>
## 100         Typ          1          Gd     Detchd        1910          Unf
## 101         Typ          0        <NA>       <NA>          NA         <NA>
## 102         Typ          0        <NA>     Detchd        1966          Unf
## 103         Typ          0        <NA>     Detchd        1969          Unf
## 104         Typ          2          TA     Attchd        1978          Fin
## 105         Typ          2          TA     Attchd        1968          Unf
## 106         Typ          2          TA     Attchd        1977          RFn
## 107         Typ          0        <NA>     Detchd        1945          Unf
## 108         Typ          1          TA     Attchd        1978          Fin
## 109         Typ          1          Gd     Attchd        1938          RFn
## 110         Typ          1          TA     Attchd        1987          Unf
## 111         Typ          1          TA     Detchd        1947          Unf
## 112         Typ          0        <NA>     Attchd        1954          Fin
## 113         Typ          2          TA     Attchd        2009          RFn
## 114         Typ          0        <NA>     Detchd        1964          Unf
## 115         Typ          2          TA     Attchd        1987          RFn
## 116         Typ          1          Gd     2Types        2000          RFn
## 117         Typ          0        <NA>     Attchd        2009          RFn
## 118         Typ          0        <NA>     Detchd        1957          Unf
## 119         Typ          0        <NA>     Attchd        1998          Unf
## 120         Typ          1          TA     Attchd        1997          RFn
## 121         Typ          0        <NA>     Attchd        1977          Unf
## 122         Typ          0        <NA>     Detchd        1977          Unf
## 123         Typ          1          Gd     Attchd        2003          RFn
## 124         Typ          1          TA     Attchd        1997          Fin
## 125         Typ          0        <NA>     Attchd        2003          Fin
## 126        Min1          0        <NA>     Detchd        1945          Unf
## 127         Typ          0        <NA>     Detchd        1954          Unf
## 128         Typ          0        <NA>     Attchd        1968          RFn
## 129         Typ          0        <NA>     Detchd        1956          Unf
## 130         Typ          1          Fa     Detchd        1975          Unf
## 131         Typ          0        <NA>       <NA>          NA         <NA>
## 132         Typ          1          Gd     Detchd        1979          Unf
## 133         Typ          1          Gd     Detchd        1939          Unf
## 134        Min2          0        <NA>       <NA>          NA         <NA>
## 135         Typ          1          Gd       <NA>          NA         <NA>
## 136         Typ          2          TA     Attchd        1941          Unf
## 137         Typ          0        <NA>     Detchd        1950          Unf
## 138         Typ          0        <NA>    BuiltIn        1994          RFn
## 139         Typ          1          TA     Attchd        1989          Fin
## 140         Typ          1          TA     Attchd        1989          Unf
## 141         Typ          0        <NA>     Detchd        1951          Unf
## 142         Typ          0        <NA>     Detchd        1950          Unf
## 143         Typ          0        <NA>     Detchd        1896          RFn
## 144         Typ          1          Gd     Attchd        2004          Fin
## 145         Typ          1          TA     Attchd        1998          Unf
## 146         Typ          1          Fa     Attchd        1977          Unf
## 147         Typ          0        <NA>     2Types        1976          Unf
## 148         Typ          1          TA     Attchd        2008          Fin
## 149         Typ          0        <NA>     Attchd        2010          RFn
## 150         Typ          0        <NA>    BuiltIn        2007          Fin
## 151         Typ          1          TA     Attchd        1965          Unf
## 152         Typ          0        <NA>     Attchd        2004          RFn
## 153         Typ          1          Gd     Attchd        2001          Unf
## 154         Typ          1          Po     Attchd        1973          RFn
## 155         Typ          0        <NA>       <NA>          NA         <NA>
## 156         Typ          0        <NA>       <NA>          NA         <NA>
## 157         Typ          0        <NA>     Attchd        1972          Unf
## 158         Typ          0        <NA>     Detchd        1971          Unf
## 159         Typ          0        <NA>     Attchd        1984          Unf
## 160         Typ          0        <NA>     Attchd        1985          Unf
## 161         Typ          0        <NA>     Detchd        1993          Unf
## 162         Typ          0        <NA>     Attchd        1969          Fin
## 163         Typ          2          TA     Attchd        1994          Unf
## 164         Typ          1          Fa     Attchd        1993          Fin
## 165         Typ          0        <NA>     Attchd        1956          Unf
## 166         Typ          1          Gd     Attchd        1974          RFn
## 167         Typ          1          TA     Attchd        1997          Fin
## 168         Typ          1          Gd    BuiltIn        2003          Fin
## 169         Typ          1          TA    BuiltIn        1996          Fin
## 170         Typ          1          Gd     Attchd        2004          Fin
## 171         Typ          0        <NA>     Attchd        1998          Fin
## 172         Typ          0        <NA>     Attchd        1995          RFn
## 173         Typ          1          TA    BuiltIn        1998          Fin
## 174         Typ          1          TA     Attchd        1998          Fin
## 175         Typ          1          TA     Attchd        1994          Fin
## 176         Typ          1          TA     Attchd        1993          Unf
## 177         Typ          1          TA     Attchd        1977          Unf
## 178         Typ          1          TA     Attchd        1978          RFn
## 179         Typ          1          TA     Attchd        1978          RFn
## 180         Typ          1          TA    BuiltIn        1980          RFn
## 181         Typ          1          TA     Attchd        1978          Fin
## 182         Typ          1          Ex     Attchd        2003          RFn
## 183         Typ          1          TA     Attchd        2000          Fin
## 184         Typ          1          Gd     Attchd        2002          RFn
## 185         Typ          2          Fa     Attchd        1975          RFn
## 186         Typ          1          TA     Attchd        1974          RFn
## 187         Typ          1          TA     Attchd        1975          Unf
## 188         Typ          0        <NA>     Attchd        1970          RFn
## 189         Typ          0        <NA>     Attchd        1971          Unf
## 190         Typ          0        <NA>     Detchd        2001          Unf
## 191         Typ          0        <NA>     Detchd        1986          Unf
## 192         Typ          0        <NA>     Detchd        1973          Unf
## 193         Typ          0        <NA>     Detchd        1972          Unf
## 194         Typ          1          TA     Detchd        1976          RFn
## 195         Typ          1          Fa     Attchd        1975          RFn
## 196         Typ          1          TA     Attchd        1977          Unf
## 197         Typ          1          TA     Detchd        1978          Unf
## 198         Typ          1          TA     Attchd        1978          Fin
## 199         Typ          0        <NA>     Attchd        1976          Unf
## 200         Typ          1          TA     Attchd        1966          RFn
## 201         Typ          3          Gd    BuiltIn        2007          Fin
## 202         Typ          1          Gd     Attchd        2009          RFn
## 203         Typ          1          Gd     Attchd        2008          RFn
## 204         Typ          2          Gd     Attchd        2007          Fin
## 205         Typ          1          Gd     Attchd        2008          RFn
## 206         Typ          2          Gd     Attchd        2004          Fin
## 207         Typ          1          Gd    BuiltIn        2007          Fin
## 208         Typ          1          Gd     Attchd        2008          RFn
## 209         Typ          1          Gd     Attchd        2006          Fin
## 210         Typ          1          Gd     Attchd        2008          Fin
## 211         Typ          1          Gd     Attchd        2003          Fin
## 212         Typ          1          Gd     Attchd        2003          Fin
## 213         Typ          1          Gd    BuiltIn        2003          Fin
## 214         Typ          1          Gd     Attchd        2006          RFn
## 215         Typ          1          Gd     Attchd        2005          RFn
## 216         Typ          1          Gd     Attchd        2005          RFn
## 217         Typ          1          Gd     Attchd        2008          RFn
## 218         Typ          1          Ex     Attchd        2004          Fin
## 219         Typ          1          Gd     Attchd        2003          Fin
## 220         Typ          1          Gd     Attchd        2008          Fin
## 221         Typ          1          Gd     Attchd        2008          RFn
## 222         Typ          1          Gd     Attchd        2002          RFn
## 223         Typ          1          TA     Attchd        2003          RFn
## 224         Typ          1          Gd     Attchd        2005          Fin
## 225         Typ          1          Gd     Attchd        2005          Fin
## 226         Typ          1          Gd     Attchd        2005          Fin
## 227         Typ          1          Gd    BuiltIn        2004          Fin
## 228         Typ          1          Gd    BuiltIn        2004          Fin
## 229         Typ          1          Gd     Attchd        2004          Fin
## 230         Typ          1          Gd     Attchd        2003          Fin
## 231         Typ          1          TA     Attchd        2003          Fin
## 232         Typ          1          Gd    BuiltIn        2002          Fin
## 233         Typ          0        <NA>    BuiltIn        2004          Fin
## 234         Typ          1          TA     Attchd        2000          Fin
## 235         Typ          1          TA    BuiltIn        1999          RFn
## 236         Typ          1          TA    BuiltIn        1999          Fin
## 237         Typ          1          TA    BuiltIn        1999          Fin
## 238         Typ          2          TA    BuiltIn        2000          RFn
## 239         Typ          2          Gd     Attchd        1994          Fin
## 240         Typ          1          TA     Attchd        1995          Fin
## 241         Typ          1          TA     Attchd        1993          RFn
## 242         Typ          0        <NA>     Attchd        2008          RFn
## 243         Typ          1          Gd     Attchd        2008          Fin
## 244         Typ          1          Gd     Attchd        2007          RFn
## 245         Typ          1          Gd     Attchd        2006          Fin
## 246         Typ          2          Gd     Attchd        2005          Fin
## 247         Typ          0        <NA>     Attchd        2008          Fin
## 248         Typ          0        <NA>     Attchd        2008          RFn
## 249         Typ          1          Gd     Attchd        2008          RFn
## 250         Typ          1          Gd     Attchd        2006          RFn
## 251         Typ          1          Gd     Attchd        2006          Fin
## 252         Typ          1          Gd     Attchd        2009          Fin
## 253         Typ          1          Gd     Attchd        2006          RFn
## 254         Typ          0        <NA>     Attchd        2003          RFn
## 255         Typ          0        <NA>     Attchd        2003          RFn
## 256         Typ          0        <NA>     Detchd        2007          RFn
## 257         Typ          0        <NA>     Detchd        2006          RFn
## 258         Typ          0        <NA>       <NA>          NA         <NA>
## 259         Typ          0        <NA>    BuiltIn        2004          RFn
## 260         Typ          0        <NA>     Attchd        2004          RFn
## 261         Typ          0        <NA>     Detchd        2005          Unf
## 262         Typ          0        <NA>       <NA>          NA         <NA>
## 263         Typ          0        <NA>     Detchd        2004          Unf
## 264         Typ          0        <NA>     Attchd        2008          RFn
## 265         Typ          1          TA     Attchd        1997          RFn
## 266         Typ          0        <NA>     Attchd        1992          RFn
## 267         Typ          0        <NA>     Attchd        1990          RFn
## 268         Typ          0        <NA>     Attchd        1994          RFn
## 269         Typ          0        <NA>     Attchd        1986          RFn
## 270         Typ          2          TA     Attchd        1981          Unf
## 271         Typ          0        <NA>     Detchd        1969          Unf
## 272         Typ          0        <NA>     Detchd        1982          Unf
## 273         Typ          0        <NA>     Attchd        1961          Unf
## 274         Typ          0        <NA>     Attchd        1965          Unf
## 275         Typ          0        <NA>     Attchd        1963          RFn
## 276         Typ          0        <NA>     Attchd        1962          Unf
## 277        Maj1          2          Gd     Attchd        1980          RFn
## 278         Typ          1          TA     Attchd        1991          Unf
## 279         Mod          1          TA    BuiltIn        2004          Fin
## 280         Typ          1          Gd     Attchd        2008          Fin
## 281         Typ          1          Gd     Attchd        2008          Fin
## 282         Typ          0        <NA>     Detchd        2000          Unf
## 283         Typ          0        <NA>     Detchd        1999          Unf
## 284         Typ          1          Gd     Attchd        1977          Fin
## 285         Typ          0        <NA>     Attchd        1981          RFn
## 286         Typ          1          Gd     Attchd        1976          Unf
## 287         Typ          2          TA     Attchd        1974          RFn
## 288         Typ          1          TA     Attchd        1967          RFn
## 289         Typ          1          Fa     Attchd        1969          RFn
## 290         Typ          0        <NA>     Attchd        1969          Unf
## 291         Typ          2          TA     Attchd        1977          RFn
## 292         Typ          0        <NA>     Attchd        1967          Fin
## 293         Typ          0        <NA>     Attchd        1967          Unf
## 294         Typ          1          TA     Attchd        1974          RFn
## 295         Typ          1          Gd     Attchd        1971          RFn
## 296         Typ          1          Po     Detchd        1988          Unf
## 297         Typ          0        <NA>     Detchd        1960          Unf
## 298         Typ          1          Gd     Attchd        1982          RFn
## 299        Min1          1          Gd     Detchd        1956          Unf
## 300         Typ          1          TA     Attchd        1961          RFn
## 301         Typ          2          Gd     Detchd        1964          Unf
## 302         Typ          1          TA     Attchd        1965          Fin
## 303         Typ          1          Po    BuiltIn        1961          Fin
## 304         Typ          0        <NA>     Attchd        1955          RFn
## 305         Typ          0        <NA>     Attchd        1967          Unf
## 306         Typ          1          TA     Attchd        1961          RFn
## 307         Typ          2          Gd     Attchd        1966          Unf
## 308         Typ          0        <NA>     Attchd        1956          RFn
## 309         Typ          2          Gd     Attchd        1960          Unf
## 310         Typ          0        <NA>     Attchd        1959          Unf
## 311         Typ          0        <NA>     Attchd        1956          RFn
## 312         Typ          0        <NA>     Attchd        1955          Unf
## 313         Typ          2          Gd     Attchd        1956          Unf
## 314         Typ          0        <NA>     Detchd        1958          Unf
## 315         Typ          0        <NA>     Attchd        1954          Unf
## 316         Typ          0        <NA>    Basment        1951          Unf
## 317         Typ          0        <NA>     Detchd        1945          Unf
## 318         Typ          0        <NA>     Attchd        1952          Unf
## 319         Typ          0        <NA>     Attchd        1953          Fin
## 320         Typ          1          Gd     Attchd        1948          Unf
## 321         Typ          0        <NA>     Attchd        1950          Fin
## 322         Typ          0        <NA>     Attchd        1958          Unf
## 323         Typ          0        <NA>     Detchd        1939          Unf
## 324         Typ          0        <NA>     Detchd        1940          Unf
## 325         Typ          0        <NA>     Detchd        1987          Unf
## 326        Min2          1          TA     Detchd        1954          Unf
## 327         Typ          0        <NA>     Detchd        2008          Unf
## 328         Typ          0        <NA>       <NA>          NA         <NA>
## 329         Typ          0        <NA>     Detchd        1980          Fin
## 330         Typ          0        <NA>     Detchd        1959          Unf
## 331         Typ          0        <NA>     Attchd        1969          RFn
## 332         Typ          0        <NA>     Attchd        1963          Unf
## 333        Min1          1          Po     Attchd        1967          RFn
## 334         Typ          0        <NA>     Detchd        1985          Unf
## 335         Typ          0        <NA>     Detchd        1957          Unf
## 336         Typ          1          Gd    Basment        1958          RFn
## 337         Typ          0        <NA>     Detchd        1989          Unf
## 338         Typ          0        <NA>     Attchd        1958          RFn
## 339         Typ          0        <NA>     Detchd        1952          Unf
## 340         Typ          0        <NA>     Attchd        1959          RFn
## 341         Typ          0        <NA>     Detchd        1949          Unf
## 342         Typ          0        <NA>     Detchd        1994          Unf
## 343         Typ          0        <NA>     Attchd        1964          Unf
## 344         Typ          0        <NA>     Attchd        1978          Unf
## 345         Typ          1          Fa     Attchd        1963          RFn
## 346         Typ          0        <NA>     Detchd        1920          Unf
## 347         Typ          0        <NA>     Detchd        1920          Unf
## 348         Typ          0        <NA>     Detchd        1959          Unf
## 349         Typ          0        <NA>       <NA>          NA         <NA>
## 350         Typ          1          Gd     Detchd        1939          Unf
## 351         Typ          0        <NA>       <NA>          NA         <NA>
## 352         Typ          0        <NA>       <NA>          NA         <NA>
## 353         Typ          0        <NA>     Detchd        1950          Unf
## 354         Typ          0        <NA>     Detchd        1920          Unf
## 355         Typ          0        <NA>     Detchd        1965          Unf
## 356         Typ          0        <NA>     Detchd        1963          Unf
## 357         Typ          0        <NA>     Detchd        1974          Unf
## 358         Typ          0        <NA>     Detchd        1930          Unf
## 359         Typ          1          Gd     Attchd        1917          Unf
## 360         Typ          1          Gd       <NA>          NA         <NA>
## 361         Typ          0        <NA>     Detchd        1920          Unf
## 362         Typ          0        <NA>     Detchd        1950          Unf
## 363         Typ          0        <NA>       <NA>          NA         <NA>
## 364         Typ          1          Gd    BuiltIn        1923          Unf
## 365         Typ          1          Gd     Detchd        1955          Unf
## 366         Typ          0        <NA>     Attchd        1924          Fin
## 367         Typ          0        <NA>     Detchd        1926          Unf
## 368         Typ          1          Gd     Detchd        1938          Unf
## 369         Typ          0        <NA>     Detchd        1982          Unf
## 370         Typ          0        <NA>     Detchd        1930          Unf
## 371        Min2          0        <NA>     Detchd        1915          Unf
## 372         Sev          0        <NA>       <NA>          NA         <NA>
## 373         Typ          0        <NA>     Attchd        1927          Unf
## 374         Typ          0        <NA>     Attchd        1915          Unf
## 375         Typ          0        <NA>       <NA>          NA         <NA>
## 376         Typ          0        <NA>     Detchd        1927          Unf
## 377        Min2          0        <NA>       <NA>          NA         <NA>
## 378         Typ          0        <NA>     Detchd        1915          Unf
## 379         Typ          0        <NA>    CarPort        1946          Unf
## 380         Typ          0        <NA>       <NA>          NA         <NA>
## 381         Typ          0        <NA>     Detchd        1960          Unf
## 382         Typ          0        <NA>     Detchd        1934          Unf
## 383         Typ          1          Po     Attchd        1984          Fin
## 384         Typ          1          Fa    Basment        1978          Fin
## 385         Typ          1          TA     Attchd        1961          Unf
## 386         Typ          1          TA     Attchd        1960          RFn
## 387         Typ          1          TA     Attchd        1956          Unf
## 388        Min2          0        <NA>       <NA>          NA         <NA>
## 389         Mod          0        <NA>     Attchd        1980          Unf
## 390         Typ          0        <NA>     Attchd        1956          Unf
## 391         Typ          1          Gd     Detchd        1946          Unf
## 392         Typ          1          Gd     Detchd        1954          RFn
## 393         Typ          0        <NA>     Attchd        1984          Fin
## 394         Typ          0        <NA>     Attchd        1990          Unf
## 395        Min2          1          Po     Attchd        1983          Unf
## 396         Typ          1          TA     Attchd        1993          RFn
## 397         Mod          1          TA     Attchd        1900          Unf
## 398         Typ          0        <NA>     Detchd        1979          Unf
## 399         Typ          0        <NA>     Attchd        1979          Unf
## 400         Typ          2          TA     Detchd        1979          Unf
## 401         Typ          0        <NA>     Attchd        1979          Unf
## 402         Typ          2          TA    BuiltIn        2000          Fin
## 403         Typ          2          TA    BuiltIn        2000          Fin
## 404         Typ          2          TA    BuiltIn        2000          Fin
## 405         Typ          1          Gd     Attchd        2009          Fin
## 406         Typ          1          Gd     Attchd        2008          RFn
## 407         Typ          1          Gd     Attchd        2008          RFn
## 408         Typ          2          Gd     Attchd        2007          RFn
## 409         Typ          1          Gd     Attchd        2007          RFn
## 410         Typ          0        <NA>     Attchd        2008          RFn
## 411         Typ          1          Gd     Attchd        2005          Fin
## 412         Typ          1          Gd     Attchd        2005          Fin
## 413         Typ          1          TA     Attchd        1992          Unf
## 414         Typ          0        <NA>     Attchd        1995          RFn
## 415         Typ          0        <NA>     Attchd        1998          Fin
## 416         Typ          1          TA     Attchd        1998          RFn
## 417         Typ          0        <NA>     Attchd        2002          RFn
## 418         Typ          1          TA     Attchd        2001          RFn
## 419         Typ          0        <NA>     Attchd        1978          Unf
## 420         Typ          0        <NA>     Attchd        1979          Unf
## 421         Typ          0        <NA>     Attchd        2002          RFn
## 422         Typ          1          Gd    BuiltIn        2003          RFn
## 423         Typ          0        <NA>     Attchd        2002          RFn
## 424         Typ          0        <NA>     Attchd        2001          RFn
## 425         Typ          1          TA     Attchd        1999          Fin
## 426         Typ          1          Gd     Attchd        2002          Fin
## 427         Typ          1          TA     Attchd        1997          Unf
## 428         Typ          1          Gd     Attchd        2007          RFn
## 429         Typ          1          Gd    BuiltIn        2007          Fin
## 430        Min1          0        <NA>     2Types        1968          Fin
## 431         Typ          0        <NA>    Basment        2005          Fin
## 432         Typ          0        <NA>     Detchd        1959          Unf
## 433        Min1          0        <NA>     Attchd        1950          RFn
## 434         Typ          0        <NA>       <NA>          NA         <NA>
## 435        Min1          1          TA     Attchd        1956          Unf
## 436         Typ          2          Gd     Detchd        1940          Unf
## 437         Typ          2          Gd    Basment        1938          Unf
## 438         Typ          1          Gd     Detchd        1926          Unf
## 439         Typ          1          Gd     Detchd        1916          Unf
## 440         Typ          1          Gd     Detchd        1918          Unf
## 441        Min2          2          TA     Detchd        1961          Unf
## 442         Typ          0        <NA>     Attchd        1960          Unf
## 443         Typ          2          Gd     Detchd        1940          Unf
## 444         Typ          1          Gd     Attchd        1954          Unf
## 445         Typ          1          Gd     Attchd        1960          Fin
## 446        Maj2          1          TA     Attchd        1949          Unf
## 447         Typ          2          Gd    Basment        1954          Unf
## 448         Typ          1          TA     Detchd        1980          Unf
## 449         Typ          1          TA     Attchd        1980          Fin
## 450         Typ          1          TA     Attchd        1980          Fin
## 451         Typ          1          TA    BuiltIn        1986          Fin
## 452        Min1          2          Gd     Attchd        1971          Fin
## 453         Typ          0        <NA>     Detchd        1998          Unf
## 454         Typ          0        <NA>     Detchd        1940          Unf
## 455         Typ          1          Gd     Attchd        2007          Fin
## 456        Min1          0        <NA>     Detchd        1975          Unf
## 457         Typ          1          TA    BuiltIn        2000          Fin
## 458         Typ          1          TA     Attchd        1977          Unf
## 459         Typ          2          Fa     Attchd        1977          RFn
## 460         Typ          0        <NA>     Detchd        1991          Unf
## 461         Typ          1          Ex     Attchd        2008          Fin
## 462         Typ          0        <NA>     Attchd        2008          Fin
## 463         Typ          1          TA    BuiltIn        1980          Fin
## 464        Min1          1          Fa     Attchd        1987          Fin
## 465         Typ          0        <NA>     Attchd        2003          Fin
## 466         Typ          1          Gd     Attchd        2007          Fin
## 467         Typ          0        <NA>     Attchd        1968          Unf
## 468         Typ          1          Po     Attchd        1969          Unf
## 469         Typ          0        <NA>     Detchd        1998          Unf
## 470         Typ          0        <NA>     Attchd        1993          Fin
## 471         Typ          1          Fa     Detchd        1998          Unf
## 472         Typ          0        <NA>     Detchd        2001          Unf
## 473         Typ          1          TA     Attchd        1969          RFn
## 474         Typ          1          TA     Attchd        1997          Fin
## 475         Typ          1          TA    BuiltIn        1995          Fin
## 476         Typ          0        <NA>     Attchd        1998          Fin
## 477         Typ          1          TA     Attchd        1996          Fin
## 478         Typ          0        <NA>     Attchd        1996          Unf
## 479        Min1          1          TA     Attchd        1997          Fin
## 480         Typ          0        <NA>     Attchd        1992          RFn
## 481         Typ          1          TA     Attchd        1998          Fin
## 482         Typ          0        <NA>     Attchd        1991          Fin
## 483         Typ          1          TA     Attchd        1989          RFn
## 484         Typ          1          Gd    BuiltIn        2005          Fin
## 485         Typ          1          Gd     Attchd        2004          Fin
## 486        Min2          2          Gd     Attchd        1952          Unf
## 487         Typ          1          Gd     Attchd        2007          RFn
## 488         Typ          1          TA     Attchd        1950          RFn
## 489         Typ          1          Ex     Attchd        1988          RFn
## 490         Typ          0        <NA>     Attchd        1983          Unf
## 491         Typ          2          Fa     Attchd        1978          Fin
## 492         Typ          1          TA     Attchd        1979          Fin
## 493         Typ          1          Po     Attchd        1976          Fin
## 494        Min1          1          TA     Attchd        1980          Unf
## 495         Typ          0        <NA>     Detchd        1969          Unf
## 496        Min2          2          Gd     Attchd        1978          Fin
## 497         Typ          1          Gd     Attchd        1976          Unf
## 498         Typ          1          Gd     Attchd        1996          RFn
## 499         Typ          0        <NA>     Detchd        1982          Unf
## 500         Typ          0        <NA>     Attchd        1969          Unf
## 501         Typ          0        <NA>     Detchd        1977          Unf
## 502         Typ          0        <NA>     Detchd        1973          Unf
## 503         Typ          0        <NA>     Detchd        1975          Unf
## 504         Typ          0        <NA>     Detchd        1972          Unf
## 505         Typ          0        <NA>     Attchd        1975          RFn
## 506         Typ          0        <NA>     Attchd        1977          Unf
## 507         Typ          0        <NA>     Attchd        2007          Fin
## 508         Typ          1          Ex     Attchd        2007          Fin
## 509         Typ          1          Gd     Attchd        2007          Fin
## 510         Typ          1          Gd    BuiltIn        2006          Fin
## 511         Typ          1          Ex    BuiltIn        2005          Fin
## 512         Typ          1          Gd    BuiltIn        2005          Fin
## 513         Typ          1          Gd    BuiltIn        2007          Fin
## 514         Typ          1          Gd    BuiltIn        2004          Fin
## 515         Typ          2          Gd     Attchd        2003          Fin
## 516         Typ          1          TA     Attchd        2003          Fin
## 517         Typ          1          TA     Attchd        2001          Fin
## 518         Typ          1          Gd    BuiltIn        2003          Fin
## 519         Typ          1          Gd     Attchd        2008          Fin
## 520         Typ          1          Gd     Attchd        2005          RFn
## 521         Typ          1          Gd     Attchd        2008          RFn
## 522         Typ          1          Gd     Attchd        2007          Fin
## 523         Typ          1          Gd     Attchd        2007          RFn
## 524         Typ          0        <NA>    BuiltIn        2003          RFn
## 525         Typ          1          TA     Attchd        2003          Fin
## 526         Typ          1          TA     Attchd        2004          RFn
## 527         Typ          1          Gd     Attchd        2007          Fin
## 528         Typ          1          Gd     Attchd        2004          Fin
## 529         Typ          1          Gd    BuiltIn        2002          Fin
## 530         Typ          1          Gd    BuiltIn        2003          Fin
## 531         Typ          1          Gd     Attchd        2008          RFn
## 532         Typ          1          TA     Attchd        2000          RFn
## 533         Typ          1          Gd     Attchd        2002          Fin
## 534         Typ          1          TA    BuiltIn        1999          Fin
## 535         Typ          1          TA    BuiltIn        1999          Fin
## 536         Typ          1          TA     Attchd        1997          Fin
## 537         Typ          1          TA    BuiltIn        2000          RFn
## 538         Typ          1          TA     Attchd        1998          Fin
## 539         Typ          2          TA     Attchd        1996          RFn
## 540         Typ          1          TA     Attchd        1995          RFn
## 541         Typ          1          Gd     Attchd        1993          Fin
## 542         Typ          1          Gd     Attchd        2006          Unf
## 543         Typ          1          Gd    BuiltIn        2007          RFn
## 544         Typ          1          Gd     Attchd        2007          Fin
## 545         Typ          1          Gd     Attchd        2006          Fin
## 546         Typ          0        <NA>     Attchd        2008          RFn
## 547         Typ          1          Gd     Attchd        2007          Fin
## 548         Typ          0        <NA>     Attchd        2008          Fin
## 549         Typ          0        <NA>     Attchd        2003          RFn
## 550         Typ          0        <NA>     Attchd        2003          RFn
## 551         Typ          0        <NA>       <NA>          NA         <NA>
## 552         Typ          0        <NA>     Attchd        2007          Fin
## 553         Typ          0        <NA>     Attchd        1995          RFn
## 554         Typ          0        <NA>     Attchd        1993          RFn
## 555         Typ          0        <NA>     Attchd        1994          RFn
## 556         Typ          0        <NA>     Attchd        2001          RFn
## 557         Typ          0        <NA>     Attchd        1992          Fin
## 558         Typ          1          TA     Attchd        1963          RFn
## 559         Typ          1          TA     Detchd        1962          Unf
## 560         Typ          0        <NA>     Detchd        1970          Unf
## 561         Typ          0        <NA>     Attchd        1963          Unf
## 562         Typ          2          TA     Attchd        1974          Unf
## 563         Typ          1          Gd     Detchd        1972          Unf
## 564         Typ          2          Gd     Attchd        1990          RFn
## 565         Typ          1          Ex     Attchd        1993          Fin
## 566         Typ          0        <NA>     Attchd        2004          RFn
## 567         Typ          0        <NA>     Detchd        2005          RFn
## 568         Typ          0        <NA>     Detchd        2007          Unf
## 569         Typ          0        <NA>     Detchd        1999          Unf
## 570         Typ          1          TA     Attchd        2000          Fin
## 571         Typ          1          TA     Attchd        2001          RFn
## 572         Typ          1          TA     Attchd        2001          Fin
## 573         Typ          1          TA     Attchd        1999          RFn
## 574         Typ          0        <NA>     Detchd        1999          Unf
## 575         Typ          1          TA     Attchd        2001          Fin
## 576         Typ          0        <NA>     Detchd        1999          Unf
## 577         Typ          0        <NA>     Detchd        2000          Unf
## 578         Typ          1          TA     Attchd        1998          Fin
## 579         Typ          1          Fa     Attchd        1995          Fin
## 580         Typ          1          Gd     Attchd        1977          RFn
## 581         Typ          1          Gd     Attchd        1976          RFn
## 582         Typ          1          TA     Attchd        2002          RFn
## 583         Typ          0        <NA>     Attchd        1969          RFn
## 584         Typ          1          TA     Attchd        1968          RFn
## 585         Typ          1          Gd     Attchd        1967          Unf
## 586         Typ          0        <NA>     Detchd        1965          Unf
## 587         Typ          0        <NA>     Attchd        1968          Unf
## 588         Typ          0        <NA>     Detchd        1978          Unf
## 589         Typ          0        <NA>     Detchd        1987          Unf
## 590         Typ          0        <NA>     Attchd        1971          Fin
## 591         Typ          0        <NA>     Attchd        1956          RFn
## 592         Typ          0        <NA>     Attchd        1961          RFn
## 593         Typ          0        <NA>     Attchd        1960          RFn
## 594         Typ          0        <NA>    Basment        1937          Unf
## 595         Typ          0        <NA>     Attchd        1960          RFn
## 596         Typ          1          Gd     Attchd        1950          RFn
## 597         Typ          0        <NA>     Attchd        1953          RFn
## 598         Typ          1          Gd     Attchd        1966          RFn
## 599         Typ          2          Gd     Attchd        1957          RFn
## 600         Typ          0        <NA>     Attchd        1959          RFn
## 601         Typ          1          TA     Attchd        1958          RFn
## 602         Typ          0        <NA>     Attchd        1956          RFn
## 603         Typ          0        <NA>     Attchd        1952          Unf
## 604         Typ          0        <NA>     Detchd        1971          Unf
## 605         Typ          0        <NA>     Detchd        1953          Unf
## 606         Typ          2          Gd     Attchd        1957          Fin
## 607        Maj2          1          TA     Attchd        1957          Fin
## 608         Typ          0        <NA>     Detchd        1958          Unf
## 609         Typ          0        <NA>     Detchd        1948          Unf
## 610         Typ          0        <NA>     Detchd        1932          Unf
## 611         Typ          0        <NA>     Detchd        1997          Unf
## 612         Typ          1          Gd     Detchd        1968          Unf
## 613         Typ          1          Fa     Attchd        1990          Fin
## 614         Typ          1          Gd     Attchd        1958          RFn
## 615         Typ          0        <NA>    CarPort        1960          Unf
## 616         Typ          1          TA     Detchd        1972          Unf
## 617         Typ          0        <NA>     Attchd        1959          RFn
## 618         Typ          0        <NA>     Attchd        1962          Unf
## 619         Typ          0        <NA>     Detchd        1994          Unf
## 620         Typ          0        <NA>     Detchd        1954          Unf
## 621         Typ          0        <NA>     Attchd        1954          Unf
## 622         Typ          0        <NA>       <NA>          NA         <NA>
## 623         Typ          0        <NA>     Detchd        1955          Unf
## 624         Typ          0        <NA>     Attchd        1954          Unf
## 625         Typ          0        <NA>     Attchd        1963          Unf
## 626         Typ          0        <NA>     Detchd        2008          Unf
## 627         Typ          0        <NA>     Detchd        1948          Unf
## 628         Typ          0        <NA>     Attchd        1910          Unf
## 629         Typ          0        <NA>     Detchd        1950          Unf
## 630         Typ          0        <NA>     Detchd        1915          Unf
## 631         Typ          0        <NA>       <NA>          NA         <NA>
## 632         Mod          0        <NA>     Detchd        1958          Unf
## 633         Typ          1          Gd     Detchd        1920          Unf
## 634         Typ          1          TA       <NA>          NA         <NA>
## 635         Typ          2          Gd     Detchd        1940          Unf
## 636         Typ          0        <NA>     Detchd        1930          Unf
## 637         Typ          0        <NA>       <NA>          NA         <NA>
## 638         Typ          1          Po     Detchd        1959          Unf
## 639         Typ          0        <NA>     Detchd        1949          Unf
## 640        Maj2          0        <NA>       <NA>          NA         <NA>
## 641         Typ          0        <NA>     Detchd        1950          Unf
## 642         Typ          0        <NA>     Detchd        1935          Unf
## 643         Typ          0        <NA>     Detchd        1961          Unf
## 644         Typ          0        <NA>     2Types        1930          Unf
## 645         Typ          0        <NA>       <NA>          NA         <NA>
## 646        Maj1          0        <NA>     Detchd        1920          Unf
## 647         Typ          1          Gd     Detchd        1950          Unf
## 648         Typ          0        <NA>     Detchd        1959          Unf
## 649         Typ          0        <NA>     Detchd        1959          Unf
## 650         Typ          1          Po     Detchd        1992          Unf
## 651         Typ          0        <NA>     Attchd        1945          Unf
## 652         Typ          1          Gd     Detchd        1950          Unf
## 653         Typ          0        <NA>     Detchd        1941          Unf
## 654         Typ          0        <NA>     Detchd        1926          Unf
## 655         Typ          1          Gd     Detchd        1940          Unf
## 656         Typ          1          Fa     Detchd        1924          Unf
## 657         Typ          0        <NA>     Detchd        2004          Unf
## 658         Typ          1          Gd     Detchd        1939          Unf
## 659         Typ          0        <NA>     Detchd        1926          Unf
## 660         Typ          1          Gd    BuiltIn        1920          RFn
## 661         Typ          0        <NA>     Detchd        1946          Unf
## 662         Typ          0        <NA>     Detchd        1990          Unf
## 663        Min2          0        <NA>     Attchd        1925          Unf
## 664        Min2          1          Gd     Detchd        1939          Unf
## 665         Typ          0        <NA>     Detchd        1960          Unf
## 666         Typ          0        <NA>     Detchd        1970          Unf
## 667         Typ          0        <NA>     Detchd          NA         <NA>
## 668         Typ          0        <NA>     Detchd        1910          Unf
## 669         Typ          0        <NA>     Detchd        1930          Unf
## 670         Typ          0        <NA>     Detchd        1952          Unf
## 671        Min1          1          Gd     Detchd        1938          Unf
## 672         Typ          0        <NA>     Detchd        1950          Unf
## 673         Typ          0        <NA>     Detchd        1993          Unf
## 674         Typ          1          Gd     Detchd        1985          Unf
## 675         Typ          0        <NA>     Detchd        1997          Unf
## 676         Typ          0        <NA>       <NA>          NA         <NA>
## 677         Typ          0        <NA>     Detchd        1947          Unf
## 678         Typ          0        <NA>     Detchd        1996          Unf
## 679         Typ          1          Fa     Attchd        1978          Unf
## 680         Typ          0        <NA>     Attchd        1967          RFn
## 681         Typ          1          Po    Basment        1978          Fin
## 682         Typ          0        <NA>     Attchd        1967          RFn
## 683         Typ          0        <NA>     Attchd        1984          Unf
## 684         Typ          0        <NA>    CarPort        1920          Unf
## 685         Typ          0        <NA>     Attchd        1963          Fin
## 686         Typ          1          TA     Attchd        1956          Unf
## 687         Mod          2          TA    Basment        1960          Unf
## 688        Min1          0        <NA>     2Types        1973          Unf
## 689         Typ          0        <NA>     2Types        1979          Unf
## 690         Typ          2          Gd     Attchd        1979          Fin
## 691         Typ          1          Gd     Attchd        1948          Unf
## 692         Typ          2          Gd       <NA>          NA         <NA>
## 693         Typ          1          TA     Attchd        1956          Unf
## 694         Typ          0        <NA>       <NA>          NA         <NA>
## 695         Typ          0        <NA>     Detchd        1962          Unf
## 696         Typ          1          TA    BuiltIn        1995          Fin
## 697         Typ          1          TA     Attchd        1994          RFn
## 698         Typ          1          TA     Attchd        1993          RFn
## 699         Typ          1          TA     Attchd        1996          Fin
## 700         Typ          1          Gd    BuiltIn        2007          Fin
## 701         Typ          1          Gd     Attchd        2007          RFn
## 702         Typ          2          Gd     Attchd        2008          RFn
## 703         Typ          2          Gd     Attchd        2008          Fin
## 704         Typ          1          Fa     Attchd        1995          Fin
## 705         Typ          1          Gd     Attchd        1966          Unf
## 706         Typ          0        <NA>     Detchd        1997          Unf
## 707         Typ          1          TA     Attchd        1997          RFn
## 708         Typ          0        <NA>     Attchd        1997          RFn
## 709         Typ          0        <NA>     Attchd        2000          RFn
## 710         Typ          0        <NA>     Attchd        2000          RFn
## 711         Typ          0        <NA>     Attchd        1978          Unf
## 712         Typ          1          Fa     Detchd        1985          Unf
## 713        Min2          0        <NA>     Attchd        1975          Fin
## 714         Typ          1          TA     Attchd        2001          RFn
## 715         Typ          1          TA    BuiltIn        2001          Fin
## 716         Typ          1          Gd     Attchd        2002          RFn
## 717         Typ          1          Gd    BuiltIn        2003          RFn
## 718         Typ          1          TA     Attchd        1999          Unf
## 719         Typ          0        <NA>     Attchd        2004          RFn
## 720         Typ          0        <NA>     Attchd        1998          Unf
## 721         Typ          0        <NA>     Attchd        2004          Unf
## 722         Typ          0        <NA>     Attchd        2007          RFn
## 723         Typ          0        <NA>     Attchd        2007          RFn
## 724         Typ          0        <NA>     Attchd        1966          Unf
## 725         Typ          0        <NA>    BuiltIn        1976          RFn
## 726         Typ          1          Po     Detchd        1991          Unf
## 727         Typ          1          Fa     Attchd        1977          RFn
## 728         Typ          1          TA     Attchd        1976          Fin
## 729         Typ          2          Gd     Attchd        1959          Unf
## 730         Typ          0        <NA>       <NA>          NA         <NA>
## 731         Typ          0        <NA>       <NA>          NA         <NA>
## 732         Typ          0        <NA>       <NA>          NA         <NA>
## 733         Typ          0        <NA>       <NA>          NA         <NA>
## 734        Min1          0        <NA>       <NA>          NA         <NA>
## 735         Typ          0        <NA>     Attchd        1953          RFn
## 736         Typ          0        <NA>    Basment        1954          Unf
## 737         Typ          0        <NA>     Detchd        1923          Unf
## 738         Typ          1          Gd     Attchd        1921          Unf
## 739         Typ          2          Gd     Detchd        1930          Unf
## 740         Typ          1          Gd     Detchd        2001          Unf
## 741         Typ          0        <NA>     Detchd        1994          Unf
## 742         Typ          1          Gd     Detchd        1925          Unf
## 743         Typ          1          Gd     Attchd        1980          Unf
## 744        Min2          1          Gd     Detchd        1937          Unf
## 745         Typ          0        <NA>     Detchd        1938          Unf
## 746         Typ          1          TA     Attchd        1951          Fin
## 747         Typ          2          Gd     Detchd        1935          Fin
## 748         Typ          2          TA     Attchd        1994          Fin
## 749         Typ          2          TA     Attchd        1956          Unf
## 750         Typ          1          TA     Detchd        1980          Unf
## 751         Typ          0        <NA>     Detchd        1926          Unf
## 752         Typ          0        <NA>     Detchd        1940          Unf
## 753         Typ          0        <NA>       <NA>          NA         <NA>
## 754         Mod          1          Po     Attchd        1967          Unf
## 755         Typ          0        <NA>     Detchd        1934          RFn
## 756         Typ          0        <NA>     Attchd        1958          Fin
## 757        <NA>          0        <NA>     Attchd        1952          Unf
## 758         Typ          0        <NA>     Detchd        1895          Unf
## 759         Typ          0        <NA>     Detchd        1910          Unf
## 760        Min2          0        <NA>     Detchd        1920          Unf
## 761         Typ          1          Gd     Attchd        2007          Fin
## 762         Typ          1          Gd     Attchd        2004          Fin
## 763         Typ          0        <NA>     Attchd        1996          Fin
## 764         Typ          1          TA     Attchd        1996          Unf
## 765         Typ          0        <NA>     Attchd        1976          Unf
## 766         Typ          1          TA     Attchd        1991          Unf
## 767         Typ          1          TA     Attchd        1986          Fin
## 768         Typ          0        <NA>     Attchd        2007          Fin
## 769         Typ          1          Gd     Attchd        2007          Fin
## 770         Typ          0        <NA>    BuiltIn        2007          Fin
## 771         Typ          0        <NA>     Attchd        2008          Fin
## 772         Typ          1          TA     Attchd        1989          Unf
## 773         Typ          1          Fa     Attchd        1986          Unf
## 774         Typ          1          TA     Attchd        2003          Fin
## 775         Typ          0        <NA>     Attchd        1999          RFn
## 776         Typ          1          Gd     Attchd        2007          Fin
## 777         Typ          1          Gd     Attchd        2005          Fin
## 778         Typ          0        <NA>     Attchd        1997          Fin
## 779         Typ          0        <NA>       <NA>          NA         <NA>
## 780         Typ          0        <NA>     Attchd        1997          RFn
## 781         Typ          0        <NA>     2Types        1964          Fin
## 782         Typ          0        <NA>     Attchd        1975          Unf
## 783         Typ          1          TA     Attchd        1976          Unf
## 784         Typ          0        <NA>    BuiltIn        1973          RFn
## 785         Typ          1          Po    BuiltIn        1973          RFn
## 786         Typ          0        <NA>     Attchd        1968          Unf
## 787         Typ          0        <NA>       <NA>          NA         <NA>
## 788         Typ          0        <NA>     Attchd        1983          Unf
## 789         Typ          0        <NA>     Attchd        1982          Unf
## 790         Typ          0        <NA>     Attchd        1984          Unf
## 791        Maj1          0        <NA>     Detchd        1900          Unf
## 792         Typ          1          Gd     Attchd        1971          Unf
## 793         Typ          1          TA    BuiltIn        1997          Fin
## 794         Typ          1          TA    BuiltIn        1994          Fin
## 795         Typ          1          TA     Attchd        2000          Fin
## 796         Typ          0        <NA>     Attchd        1996          Fin
## 797         Typ          1          TA     Attchd        1999          Fin
## 798         Typ          0        <NA>     Attchd        1992          RFn
## 799         Typ          1          TA     Attchd        1993          RFn
## 800         Typ          1          TA     Attchd        1964          Unf
## 801         Typ          0        <NA>     Attchd        1988          RFn
## 802         Typ          1          TA     Attchd        1990          RFn
## 803         Typ          1          Gd    BuiltIn        2005          Fin
## 804         Typ          2          Gd     Attchd        2005          Fin
## 805         Mod          0        <NA>     2Types        1969          Unf
## 806         Typ          1          Gd     Attchd        2006          Fin
## 807         Typ          1          Gd     Attchd        2006          RFn
## 808         Typ          1          Gd     Attchd        2007          Fin
## 809         Typ          0        <NA>     Attchd        1984          Unf
## 810         Typ          1          TA     Attchd        1981          RFn
## 811         Typ          1          TA     Attchd        1978          Fin
## 812         Typ          1          TA     Attchd        1979          Fin
## 813         Typ          0        <NA>     Attchd        1984          Fin
## 814         Typ          1          TA     Attchd        1979          RFn
## 815         Typ          1          TA     Attchd        1971          Unf
## 816         Typ          1          Fa     Attchd        1976          Fin
## 817         Typ          1          TA     Attchd        1974          Unf
## 818        Min2          0        <NA>     Detchd        1988          Unf
## 819         Typ          0        <NA>     Attchd        1970          RFn
## 820         Typ          0        <NA>    Basment        1961          Unf
## 821         Typ          1          TA     Attchd        2001          Fin
## 822         Typ          1          TA     Attchd        1997          Fin
## 823         Typ          0        <NA>     Detchd        1973          Unf
## 824         Typ          0        <NA>     Detchd        1973          Unf
## 825         Typ          0        <NA>     Attchd        1978          Unf
## 826         Typ          0        <NA>     Detchd        1974          Unf
## 827         Typ          1          Gd     Attchd        2007          Fin
## 828         Typ          1          Gd     Attchd        2006          RFn
## 829         Typ          1          Ex     Attchd        2007          Fin
## 830         Typ          1          Gd     Attchd        2007          RFn
## 831         Typ          1          Gd    BuiltIn        2006          Fin
## 832         Typ          2          Gd     Attchd        2005          Fin
## 833         Typ          2          Ex     Attchd        2007          Fin
## 834         Typ          1          Ex    BuiltIn        2005          Fin
## 835         Typ          1          Gd     Attchd        2007          Fin
## 836         Typ          1          Gd     Detchd        2007          Unf
## 837         Typ          2          Gd    BuiltIn        2007          Fin
## 838         Typ          1          Gd     Attchd        2006          Fin
## 839         Typ          1          Ex    BuiltIn        2004          RFn
## 840         Typ          1          Gd     Attchd        2003          Fin
## 841         Typ          1          Gd     Attchd        2007          Fin
## 842         Typ          0        <NA>     Attchd        2005          RFn
## 843         Typ          0        <NA>     Attchd        2005          RFn
## 844         Typ          0        <NA>    BuiltIn        2006          RFn
## 845         Typ          1          Gd     Attchd        2005          RFn
## 846         Typ          1          Gd     Attchd        2005          RFn
## 847         Typ          1          Gd     Attchd        2005          RFn
## 848         Typ          1          Gd     Attchd        2006          RFn
## 849         Typ          1          Gd     Attchd        2005          RFn
## 850         Typ          1          Gd     Attchd        2006          Fin
## 851         Typ          1          Gd     Attchd        2003          RFn
## 852         Typ          0        <NA>     Attchd        2007          Unf
## 853         Typ          1          Gd     Attchd        2005          Fin
## 854         Typ          0        <NA>    BuiltIn        2007          Fin
## 855         Typ          1          Gd     Attchd        2006          RFn
## 856         Typ          1          Gd    BuiltIn        2007          Unf
## 857         Typ          0        <NA>     Attchd        2005          Fin
## 858         Typ          0        <NA>     Attchd        2007          Fin
## 859         Typ          0        <NA>     Attchd        2007          Fin
## 860         Typ          0        <NA>     Attchd        2007          RFn
## 861         Typ          1          TA     Attchd        2003          Fin
## 862         Typ          1          Gd     Attchd        2007          Fin
## 863         Typ          0        <NA>     Attchd        2004          Fin
## 864         Typ          1          Gd    BuiltIn        2004          Fin
## 865         Typ          1          Gd     Attchd        2006          RFn
## 866         Typ          1          TA    BuiltIn        2003          Fin
## 867         Typ          1          Gd    BuiltIn        2003          Fin
## 868         Typ          1          Gd    BuiltIn        2002          Fin
## 869         Typ          1          TA     Attchd        2000          RFn
## 870         Typ          1          TA     Attchd        1999          RFn
## 871         Typ          2          TA     Attchd        1998          Fin
## 872         Typ          1          TA     Attchd        1998          Fin
## 873         Typ          1          TA     Attchd        1998          Fin
## 874         Typ          1          TA    BuiltIn        1998          Fin
## 875         Typ          1          TA     Attchd        1992          RFn
## 876         Typ          1          TA     Attchd        1996          RFn
## 877         Typ          0        <NA>     Attchd        2007          Unf
## 878         Typ          1          Gd     Attchd        2007          Unf
## 879         Typ          1          Gd     Attchd        2006          Fin
## 880         Typ          1          Gd     Attchd        2007          Fin
## 881         Typ          1          TA     Attchd        2007          Unf
## 882         Typ          0        <NA>     Attchd        2005          RFn
## 883         Typ          1          Gd     Attchd        2005          RFn
## 884         Typ          0        <NA>     Attchd        2006          RFn
## 885         Typ          0        <NA>    BuiltIn        2006          RFn
## 886         Typ          0        <NA>     Attchd        2007          RFn
## 887         Typ          0        <NA>     Attchd        2007          RFn
## 888         Typ          0        <NA>     Attchd        2007          Fin
## 889         Typ          0        <NA>     Attchd        2007          Unf
## 890         Typ          1          Gd     Attchd        2007          Fin
## 891         Typ          1          Gd     Attchd        2007          Fin
## 892         Typ          1          Gd     Attchd        2006          Fin
## 893        Min2          1          Gd    BuiltIn        2004          RFn
## 894         Typ          0        <NA>       <NA>          NA         <NA>
## 895         Typ          0        <NA>       <NA>          NA         <NA>
## 896         Typ          0        <NA>     Detchd        2004          Unf
## 897         Typ          0        <NA>     Attchd        2006          RFn
## 898         Typ          0        <NA>     Attchd        1993          RFn
## 899         Typ          2          TA     Attchd        1980          RFn
## 900         Typ          0        <NA>     Detchd        1979          Unf
## 901         Typ          0        <NA>     Detchd        1991          Fin
## 902         Typ          1          TA     Attchd        1990          RFn
## 903         Typ          0        <NA>     Attchd        1974          RFn
## 904         Typ          1          TA     Attchd        1973          RFn
## 905         Typ          1          Gd     Attchd        2004          Fin
## 906         Typ          0        <NA>     Attchd        2006          Fin
## 907         Typ          0        <NA>     Attchd        2006          Fin
## 908         Typ          1          Gd     Attchd        2006          RFn
## 909         Typ          0        <NA>     Attchd        2007          Fin
## 910         Typ          1          TA     Detchd        1999          Unf
## 911         Typ          0        <NA>     Detchd        2000          Unf
## 912         Typ          0        <NA>     Detchd        1999          Unf
## 913         Typ          2          Gd     Detchd        2003          Unf
## 914         Typ          2          TA     Attchd        1998          RFn
## 915         Typ          1          Gd     Attchd        1994          Fin
## 916         Typ          1          TA     Attchd        1980          RFn
## 917         Typ          2          Gd     Attchd        1981          RFn
## 918         Typ          0        <NA>     Attchd        1968          RFn
## 919         Typ          1          Po     Attchd        1970          RFn
## 920         Typ          0        <NA>     Attchd        1969          Unf
## 921         Typ          0        <NA>     Attchd        1968          Fin
## 922         Typ          1          TA     Attchd        1972          RFn
## 923         Typ          1          TA     Attchd        1993          RFn
## 924         Typ          1          Gd     Attchd        1993          Unf
## 925         Typ          1          Fa     Attchd        1966          RFn
## 926         Typ          0        <NA>     Attchd        1963          Fin
## 927         Typ          0        <NA>     Attchd        1967          RFn
## 928         Typ          0        <NA>    CarPort        1964          Unf
## 929        Min1          1          Gd     Detchd        1966          Unf
## 930         Typ          1          TA     Attchd        1961          RFn
## 931         Typ          1          Fa     Detchd        1985          Fin
## 932         Typ          0        <NA>     Detchd        1965          Unf
## 933         Typ          1          TA     Attchd        1966          RFn
## 934         Typ          0        <NA>     Attchd        1965          RFn
## 935         Typ          1          Gd     Attchd        1964          RFn
## 936         Typ          1          TA     Attchd        1964          RFn
## 937         Typ          1          Gd     Attchd        1959          RFn
## 938         Typ          0        <NA>     Attchd        1975          Unf
## 939         Typ          0        <NA>       <NA>          NA         <NA>
## 940         Typ          0        <NA>       <NA>          NA         <NA>
## 941         Typ          0        <NA>     Detchd        1963          Unf
## 942         Typ          0        <NA>     Attchd        1955          Fin
## 943         Typ          0        <NA>     Detchd        1968          Unf
## 944         Typ          1          TA    Basment        1966          Fin
## 945         Typ          1          Gd     Attchd        1961          RFn
## 946         Typ          0        <NA>     Attchd        1957          RFn
## 947         Typ          0        <NA>     Detchd        1964          Unf
## 948         Typ          0        <NA>     2Types        1994          RFn
## 949         Typ          1          Gd     Attchd        1960          RFn
## 950         Typ          3          TA     Attchd        1957          Unf
## 951         Typ          0        <NA>     Attchd        1957          Unf
## 952         Typ          1          TA     Attchd        1955          RFn
## 953         Typ          0        <NA>     Attchd        1955          RFn
## 954         Typ          0        <NA>     Detchd        1962          Unf
## 955         Typ          0        <NA>     Detchd        1958          Unf
## 956         Typ          0        <NA>     Detchd        1952          Unf
## 957         Typ          0        <NA>     Attchd        1953          Fin
## 958         Typ          0        <NA>     Detchd        1956          Unf
## 959         Typ          0        <NA>     Detchd        2002          Unf
## 960         Typ          2          TA     Attchd        1955          Unf
## 961        Min1          1          Fa     Attchd        1953          Fin
## 962         Typ          0        <NA>     Detchd        1952          Unf
## 963         Typ          0        <NA>       <NA>          NA         <NA>
## 964         Typ          1          Gd     Attchd        1953          Unf
## 965        Min1          0        <NA>    BuiltIn        2007          Unf
## 966         Mod          0        <NA>     Detchd        1978          Unf
## 967         Typ          0        <NA>       <NA>          NA         <NA>
## 968         Typ          2          TA    BuiltIn        1963          Unf
## 969         Typ          0        <NA>     Attchd        1961          Unf
## 970         Typ          0        <NA>     Attchd        1968          Unf
## 971        Min2          1          TA     Attchd        1950          Unf
## 972         Typ          0        <NA>     Attchd        1959          RFn
## 973         Typ          1          TA     Attchd        1958          RFn
## 974         Typ          0        <NA>     Attchd        1960          RFn
## 975         Typ          2          TA     Attchd        1965          Unf
## 976         Typ          0        <NA>     Attchd        1961          Fin
## 977         Typ          0        <NA>     Detchd        1962          Unf
## 978         Typ          1          Po     Attchd        1962          RFn
## 979         Typ          0        <NA>     Detchd        1981          RFn
## 980         Typ          0        <NA>     Detchd        1980          Unf
## 981         Typ          1          Gd     Detchd        1922          Unf
## 982         Typ          1          Gd     Detchd        1920          Unf
## 983         Typ          2          Gd     Detchd        1940          Unf
## 984         Typ          1          Gd     Detchd        2000          Unf
## 985         Typ          0        <NA>     Detchd        1930          Unf
## 986         Typ          0        <NA>     Detchd        1935          Unf
## 987         Typ          0        <NA>     Detchd        1992          Unf
## 988         Typ          1          Gd     Detchd        1927          Unf
## 989         Typ          0        <NA>     Detchd        1920          Unf
## 990         Typ          0        <NA>     Detchd        1979          Unf
## 991         Typ          1          Gd     Detchd        2004          Unf
## 992         Typ          1          Gd     Attchd        1950          Unf
## 993         Typ          0        <NA>     Attchd        1956          Unf
## 994         Mod          1          TA     Attchd        1957          RFn
## 995         Mod          1          Gd     Detchd        1969          Unf
## 996         Typ          0        <NA>     Detchd        1950          Unf
## 997         Typ          0        <NA>     Detchd        1939          Unf
## 998         Typ          2          TA     Attchd        1939          Unf
## 999         Typ          0        <NA>     Detchd        1939          Unf
## 1000        Typ          1          Gd     Detchd        1968          Unf
## 1001        Typ          0        <NA>     Detchd        1939          Unf
## 1002        Typ          1          Gd     Detchd        1930          Unf
## 1003        Typ          0        <NA>     Detchd        1926          Unf
## 1004        Typ          0        <NA>     Detchd        1950          Unf
## 1005        Typ          0        <NA>     Detchd        1977          Unf
## 1006        Typ          0        <NA>     Detchd        1965          Unf
## 1007        Typ          1          Gd     Attchd        1979          Unf
## 1008        Typ          0        <NA>     Detchd        1920          Unf
## 1009        Typ          0        <NA>     Detchd        1920          Unf
## 1010        Typ          1          Gd     Attchd        1963          Unf
## 1011        Typ          2          TA     Detchd        1950          Fin
## 1012        Typ          1          Gd     Detchd        2006          Unf
## 1013        Typ          0        <NA>     Detchd        1958          RFn
## 1014       <NA>          0        <NA>     Detchd        1910          Unf
## 1015        Typ          2          Gd     Attchd        1937          Fin
## 1016        Typ          0        <NA>     Detchd        1942          Unf
## 1017        Typ          0        <NA>     Detchd        1963          Unf
## 1018       Min2          1          TA     Detchd        1964          Unf
## 1019        Typ          0        <NA>     Detchd        1964          Unf
## 1020        Typ          1          Po     Detchd        1970          Unf
## 1021        Typ          0        <NA>     Attchd        1966          RFn
## 1022        Typ          0        <NA>     Detchd        1989          Unf
## 1023        Typ          0        <NA>     Attchd        1968          RFn
## 1024        Typ          0        <NA>     Detchd        1972          Unf
## 1025        Typ          0        <NA>     Detchd        1966          Unf
## 1026        Typ          1          Gd     Attchd        1956          Unf
## 1027        Mod          1          Gd     Attchd        1946          Unf
## 1028        Typ          2          Gd     Attchd        1940          Unf
## 1029        Typ          1          TA     Attchd        1954          Unf
## 1030        Typ          2          Gd     Attchd        1958          Unf
## 1031       Min2          0        <NA>     2Types        1952          Unf
## 1032        Typ          1          TA     Attchd        1984          Fin
## 1033        Typ          1          TA     Detchd        1996          Unf
## 1034        Mod          1          TA     Detchd        1953          Unf
## 1035        Mod          0        <NA>     Attchd        1946          Unf
## 1036       Min2          2          Gd     Attchd        1954          Fin
## 1037        Typ          0        <NA>     Attchd        1954          Unf
## 1038        Typ          0        <NA>     Attchd        1958          Unf
## 1039       Min2          0        <NA>     Detchd        1958          Unf
## 1040        Typ          0        <NA>     Attchd        1984          RFn
## 1041        Typ          0        <NA>     Detchd        1951          Unf
## 1042        Typ          1          Gd     Attchd        1951          Unf
## 1043        Typ          0        <NA>     Detchd        1920          Unf
## 1044       Min2          1          Po     Attchd        1984          Unf
## 1045        Typ          1          TA     Attchd        1994          RFn
## 1046        Typ          1          Gd     Attchd        2007          Fin
## 1047        Typ          0        <NA>     Attchd        2006          Fin
## 1048        Typ          1          Gd     Attchd        2007          RFn
## 1049        Typ          0        <NA>     Attchd        2005          RFn
## 1050        Typ          1          Gd     Attchd        2005          RFn
## 1051        Typ          0        <NA>     Attchd        2005          RFn
## 1052        Typ          0        <NA>     Attchd        2005          RFn
## 1053        Typ          1          TA     Attchd        1988          RFn
## 1054        Typ          2          Fa     Attchd        1976          Fin
## 1055        Typ          0        <NA>     Detchd        1995          Unf
## 1056        Typ          0        <NA>     Attchd        1997          RFn
## 1057        Typ          0        <NA>     Detchd        1995          Unf
## 1058        Typ          0        <NA>     Attchd        1996          Unf
## 1059        Typ          1          TA     Attchd        1999          RFn
## 1060        Typ          1          Fa     Attchd        1998          RFn
## 1061        Typ          0        <NA>     Attchd        2001          RFn
## 1062        Typ          1          TA     Attchd        2000          Fin
## 1063        Typ          0        <NA>     Attchd        1974          Unf
## 1064        Typ          1          Fa     Detchd        1979          Unf
## 1065        Typ          1          Fa     Detchd        1977          Unf
## 1066        Typ          0        <NA>     Detchd        1977          Unf
## 1067        Typ          0        <NA>     Attchd        1977          RFn
## 1068        Typ          0        <NA>     Attchd        1975          Unf
## 1069        Typ          0        <NA>     Detchd        1977          Fin
## 1070        Typ          0        <NA>     Detchd        1975          Unf
## 1071        Typ          1          TA     Attchd        2000          RFn
## 1072        Typ          1          Gd     Attchd        2003          RFn
## 1073        Typ          0        <NA>     Attchd        2002          Fin
## 1074        Typ          1          TA     Attchd        1994          Fin
## 1075        Typ          1          TA     Attchd        2001          Fin
## 1076       Min2          2          TA     Attchd        1996          RFn
## 1077        Typ          1          TA     Attchd        1999          RFn
## 1078        Typ          0        <NA>     Attchd        2007          RFn
## 1079        Typ          0        <NA>     Attchd        2005          RFn
## 1080        Typ          1          Gd     Attchd        2006          Fin
## 1081        Typ          1          Gd     Attchd        2006          RFn
## 1082        Typ          0        <NA>     Attchd        2005          Fin
## 1083        Typ          1          Fa     Attchd        1967          Unf
## 1084        Typ          0        <NA>     Detchd        2002          Unf
## 1085        Typ          1          Gd     Detchd        1975          Unf
## 1086       Min2          0        <NA>     Attchd        1960          Fin
## 1087        Typ          1          Fa     Detchd        1976          Unf
## 1088        Typ          0        <NA>     Attchd        1979          Fin
## 1089        Typ          0        <NA>    BuiltIn        2005          Fin
## 1090        Typ          2          Gd     Attchd        2008          Fin
## 1091        Typ          0        <NA>    Basment        2005          Fin
## 1092        Typ          0        <NA>     Detchd        1959          Unf
## 1093        Typ          0        <NA>       <NA>          NA         <NA>
## 1094        Typ          0        <NA>       <NA>          NA         <NA>
## 1095        Typ          1          Gd     Detchd        1920          Unf
## 1096        Typ          1          Fa     Detchd        1959          Unf
## 1097        Typ          0        <NA>     Detchd        1996          Unf
## 1098       Min2          0        <NA>       <NA>          NA         <NA>
## 1099        Typ          0        <NA>     Detchd        1973          Unf
## 1100        Typ          1          Gd     Detchd        1994          Unf
## 1101        Typ          1          Gd     Detchd        1930          Unf
## 1102        Typ          1          Gd     Detchd        1992          Unf
## 1103        Typ          1          Gd     Detchd        1926          Unf
## 1104        Typ          1          TA     Detchd        1927          Unf
## 1105       Min1          1          Gd     Attchd        1951          Fin
## 1106        Typ          1          TA     Detchd        1930          Unf
## 1107        Typ          0        <NA>     Detchd        1966          Unf
## 1108        Typ          3          TA     Attchd        1960          RFn
## 1109        Typ          2          Gd     Attchd        1968          RFn
## 1110        Typ          1          TA     Detchd        1980          Unf
## 1111        Typ          0        <NA>     Attchd        1996          Unf
## 1112        Typ          0        <NA>     Attchd        1988          Unf
## 1113        Typ          2          TA     Attchd        1971          Fin
## 1114        Typ          1          Gd     Attchd        1986          Fin
## 1115        Typ          0        <NA>     Detchd        1965          Fin
## 1116        Typ          0        <NA>       <NA>          NA         <NA>
## 1117        Typ          0        <NA>     Detchd          NA         <NA>
## 1118        Typ          0        <NA>     Detchd        1922          Unf
## 1119       Maj2          0        <NA>     Detchd        1950          Unf
## 1120        Typ          0        <NA>       <NA>          NA         <NA>
## 1121        Typ          0        <NA>     Detchd        1985          Unf
## 1122        Typ          0        <NA>     Detchd        1930          Unf
## 1123        Typ          1          Gd     Attchd        2006          Fin
## 1124        Typ          1          Po    BuiltIn        1979          RFn
## 1125        Typ          1          Gd     Attchd        2002          Fin
## 1126        Typ          1          Gd     Attchd        2002          RFn
## 1127        Typ          1          TA     Attchd        1991          Unf
## 1128        Typ          0        <NA>     Attchd        1975          Unf
## 1129        Typ          1          Po     Attchd        1974          Unf
## 1130        Typ          2          TA     Attchd        1987          Fin
## 1131        Typ          1          Gd     Attchd        1958          RFn
## 1132        Typ          0        <NA>     Attchd        2007          Fin
## 1133        Typ          1          Gd     Attchd        2207          RFn
## 1134        Typ          0        <NA>     Attchd        1985          Unf
## 1135        Typ          0        <NA>     Attchd        2001          Unf
## 1136        Typ          1          Ex     Attchd        2002          Fin
## 1137        Typ          1          TA     Attchd        1996          Fin
## 1138        Typ          1          Gd    BuiltIn        2003          Fin
## 1139        Typ          1          Gd     Attchd        2006          Fin
## 1140       Min1          0        <NA>     2Types        1953          RFn
## 1141        Typ          0        <NA>     Attchd        1996          Fin
## 1142        Typ          0        <NA>     Attchd        1972          Unf
## 1143        Typ          0        <NA>    BuiltIn        1970          Fin
## 1144        Typ          0        <NA>       <NA>          NA         <NA>
## 1145        Typ          0        <NA>     Attchd        1976          Unf
## 1146        Typ          1          Fa     Attchd        1977          Fin
## 1147        Typ          1          TA     Attchd        1977          Fin
## 1148        Mod          2          TA     Attchd        1977          RFn
## 1149        Typ          1          Gd     Attchd        1977          Fin
## 1150        Typ          0        <NA>       <NA>          NA         <NA>
## 1151        Typ          0        <NA>     Attchd        1961          Unf
## 1152        Typ          0        <NA>     Attchd        1976          Unf
## 1153        Typ          0        <NA>     Attchd        1983          Fin
## 1154        Typ          0        <NA>     Attchd        1984          RFn
## 1155        Typ          0        <NA>     Attchd        1954          RFn
## 1156        Typ          2          TA     Attchd        1956          Unf
## 1157        Typ          1          TA     Attchd        1957          Unf
## 1158       Min1          2          Gd     Attchd        1957          Unf
## 1159        Typ          1          TA     Attchd        1969          Fin
## 1160        Typ          1          TA     Attchd        1997          Fin
## 1161        Typ          1          TA     Attchd        1995          Fin
## 1162        Typ          1          TA    BuiltIn        1996          Fin
## 1163        Typ          1          Gd     Attchd        2005          Fin
## 1164        Typ          1          Gd     Attchd        2006          Fin
## 1165        Typ          0        <NA>     Attchd        1994          Fin
## 1166        Typ          1          TA     Attchd        1993          Fin
## 1167        Typ          0        <NA>     Attchd        1987          RFn
## 1168        Typ          1          Gd    BuiltIn        2005          Fin
## 1169        Typ          1          Ex    BuiltIn        2006          Fin
## 1170        Typ          1          Gd    BuiltIn        2006          Fin
## 1171        Typ          1          Gd     Attchd        2006          RFn
## 1172        Typ          1          Gd    BuiltIn        2005          Fin
## 1173        Typ          1          Gd     Attchd        2005          Fin
## 1174        Typ          2          Gd     Attchd        2005          Unf
## 1175        Typ          1          TA     Attchd        1980          RFn
## 1176        Typ          1          TA     Attchd        1978          RFn
## 1177        Typ          1          Fa     Attchd        1976          RFn
## 1178        Typ          1          Ex    BuiltIn        2005          Fin
## 1179        Typ          1          TA     Attchd        1975          RFn
## 1180        Typ          0        <NA>     Attchd        1974          Unf
## 1181        Typ          0        <NA>     Detchd        1995          Unf
## 1182        Typ          0        <NA>     Attchd        2002          Fin
## 1183        Typ          0        <NA>     Detchd        1973          Unf
## 1184       Min1          1          Fa     Attchd        1973          Unf
## 1185        Typ          0        <NA>     Detchd        1973          Unf
## 1186        Typ          0        <NA>     Detchd        1972          Unf
## 1187        Typ          0        <NA>     Detchd        1972          Unf
## 1188        Typ          1          Po     Attchd        1975          RFn
## 1189        Typ          1          TA     Attchd        1974          RFn
## 1190        Typ          0        <NA>     Attchd        1976          Unf
## 1191        Typ          1          TA     Attchd        1976          RFn
## 1192        Typ          1          Gd     Attchd        2006          RFn
## 1193        Typ          1          Gd     Attchd        2004          Fin
## 1194        Typ          0        <NA>     Attchd        2006          RFn
## 1195        Typ          1          Gd     Attchd        2005          Fin
## 1196        Typ          1          Gd    BuiltIn        2005          Fin
## 1197        Typ          1          Gd     Attchd        2005          RFn
## 1198        Typ          1          Gd     Attchd        2005          Fin
## 1199        Typ          1          Gd    BuiltIn        2006          Fin
## 1200        Typ          1          Gd    BuiltIn        2005          Fin
## 1201        Typ          1          Gd     Attchd        2005          RFn
## 1202        Typ          1          Gd     Attchd        2004          Fin
## 1203        Typ          1          TA    BuiltIn        2004          RFn
## 1204        Typ          1          Gd     Attchd        2005          RFn
##      GarageCars GarageArea GarageQual GarageCond PavedDrive WoodDeckSF
## 1             1        730         TA         TA          Y        140
## 2             1        312         TA         TA          Y        393
## 3             2        482         TA         TA          Y        212
## 4             2        470         TA         TA          Y        360
## 5             2        506         TA         TA          Y          0
## 6             2        440         TA         TA          Y        157
## 7             2        420         TA         TA          Y        483
## 8             2        393         TA         TA          Y          0
## 9             2        506         TA         TA          Y        192
## 10            2        525         TA         TA          Y        240
## 11            2        511         TA         TA          Y        203
## 12            1        264         TA         TA          Y        275
## 13            1        320         TA         TA          Y          0
## 14            2        440         TA         TA          Y        173
## 15            1        308         TA         TA          Y          0
## 16            3        751         TA         TA          Y        144
## 17            3        868         TA         TA          Y          0
## 18            3        730         TA         TA          Y        192
## 19            3        678         TA         TA          Y          0
## 20            3        958         TA         TA          Y        220
## 21            3        756         TA         TA          Y        238
## 22            2        484         TA         TA          Y        120
## 23            2        430         TA         TA          Y         36
## 24            2        437         TA         TA          Y        100
## 25            2        400         TA         TA          Y        100
## 26            2        433         TA         TA          Y        144
## 27            3        962         TA         TA          Y         23
## 28            3        880         TA         TA          Y        144
## 29            2        676         TA         TA          Y          0
## 30            2        528         TA         TA          Y          0
## 31            2        484         TA         TA          Y        144
## 32            1        429         TA         TA          Y        121
## 33            2        461         TA         TA          Y        296
## 34            3        762         TA         TA          Y         32
## 35            3        713         TA         TA          Y        198
## 36            2        506         TA         TA          Y        168
## 37            2        588         TA         TA          Y          0
## 38            2        480         TA         TA          Y          0
## 39            2        480         TA         TA          Y          0
## 40            2        480         TA         TA          Y          0
## 41            2        440         TA         TA          Y          0
## 42            2        496         TA         TA          Y          0
## 43            3        852         TA         TA          Y        160
## 44            2        592         TA         TA          Y        280
## 45            2        596         TA         TA          Y        277
## 46            2        535         TA         TA          Y          0
## 47            2        660         TA         TA          Y        224
## 48            2        678         TA         TA          Y          0
## 49            2        441         TA         TA          Y          0
## 50            2        490         TA         TA          Y          0
## 51            2        504         TA         TA          Y          0
## 52            2        517         TA         TA          Y          0
## 53            2        480         TA         TA          Y          0
## 54            0          0       <NA>       <NA>          Y          0
## 55            2        400         TA         TA          Y          0
## 56            2        470         TA         TA          Y          0
## 57            1        315         TA         TA          Y        238
## 58            2        576         TA         TA          Y         42
## 59            2        620         TA         TA          Y        252
## 60            1        308         TA         TA          Y          0
## 61            1        312         TA         TA          Y          0
## 62            2        440         TA         TA          Y          0
## 63            1        263         TA         TA          Y          0
## 64            1        318         TA         TA          Y          0
## 65            1        305         TA         TA          Y          0
## 66            1        264         TA         TA          Y          0
## 67            2        676         TA         TA          N          0
## 68            1        280         TA         TA          Y        414
## 69            2        484         TA         TA          Y          0
## 70            2        440         TA         TA          Y        657
## 71            1        240         TA         TA          Y         84
## 72            0          0       <NA>       <NA>          P         51
## 73            2        551         TA         TA          Y          0
## 74            1        240         Fa         TA          N          0
## 75            1        240         TA         TA          Y          0
## 76            1        315         TA         TA          Y          0
## 77            2        780         Fa         Fa          N          0
## 78            1        288         TA         TA          Y         54
## 79            2        624         TA         TA          N          0
## 80            0          0       <NA>       <NA>          N          0
## 81            2        624         TA         TA          Y          0
## 82            1        363         TA         TA          Y          0
## 83            1        315         TA         TA          Y          0
## 84            1        200         Fa         TA          P        135
## 85            1        240         TA         TA          Y          0
## 86            2        576         TA         TA          Y          0
## 87            1        240         TA         TA          Y          0
## 88            1        312         TA         TA          P        221
## 89            2        624         TA         TA          P        306
## 90            2        480         TA         TA          Y          0
## 91            1        288         TA         TA          Y          0
## 92            2        572         TA         TA          Y        160
## 93            0          0       <NA>       <NA>          N        344
## 94            1        180         TA         TA          Y          0
## 95            1        365         TA         TA          Y          0
## 96            1        180         Fa         Fa          N          0
## 97            0          0       <NA>       <NA>          N          0
## 98            1        231         TA         TA          Y          0
## 99            0          0       <NA>       <NA>          N          0
## 100           2        450         TA         Fa          P         56
## 101           0          0       <NA>       <NA>          Y          0
## 102           1        416         TA         TA          Y          0
## 103           1        280         TA         TA          Y        226
## 104           2        591         TA         TA          Y          0
## 105           2        480         TA         TA          Y        192
## 106           2        690         TA         TA          Y        496
## 107           2        440         TA         TA          N         80
## 108           2        522         TA         TA          Y        336
## 109           1        480         TA         TA          Y          0
## 110           1        467         TA         TA          Y          0
## 111           1        209         Fa         TA          Y          0
## 112           1        366         TA         TA          Y        240
## 113           2        572         TA         TA          Y          0
## 114           2        504         TA         Fa          N          0
## 115           2        528         Gd         Gd          Y          0
## 116           4       1017         TA         TA          Y        450
## 117           2        615         TA         TA          Y          0
## 118           2        484         TA         TA          N          0
## 119           2        580         Gd         TA          Y         71
## 120           2        513         TA         TA          Y          0
## 121           1        308         TA         TA          Y        316
## 122           2        484         TA         TA          Y          0
## 123           3        850         TA         TA          Y        188
## 124           2        621         TA         TA          Y        331
## 125           2        420         TA         TA          Y        140
## 126           1        240         TA         TA          N          0
## 127           1        319         TA         TA          Y         60
## 128           1        336         TA         TA          Y        257
## 129           2        480         TA         Fa          P          0
## 130           1        352         TA         TA          Y          0
## 131           0          0       <NA>       <NA>          Y          0
## 132           1        260         TA         TA          Y          0
## 133           2        399         TA         TA          Y          0
## 134           0          0       <NA>       <NA>          Y          0
## 135           0          0       <NA>       <NA>          N          0
## 136           1        312         TA         TA          Y          0
## 137           2        484         TA         TA          Y          0
## 138           2        473         TA         TA          Y          0
## 139           2        598         TA         TA          Y        141
## 140           2        531         TA         TA          Y        112
## 141           1        200         Fa         Fa          N          0
## 142           1        625         TA         TA          Y          0
## 143           1        330         TA         TA          N          0
## 144           2        525         TA         TA          Y        128
## 145           3        741         TA         TA          Y          0
## 146           2        473         TA         TA          Y        375
## 147           2        776         TA         TA          Y          0
## 148           3        660         TA         TA          Y        100
## 149           2        520         TA         TA          Y          0
## 150           2        400         TA         TA          Y        100
## 151           2        528         TA         TA          Y          0
## 152           2        624         TA         TA          Y          0
## 153           2        686         TA         TA          Y        328
## 154           1        253         TA         TA          Y        174
## 155           0          0       <NA>       <NA>          Y        200
## 156           0          0       <NA>       <NA>          Y          0
## 157           1        286         TA         TA          Y          0
## 158           1        352         TA         TA          Y          0
## 159           2        495         TA         TA          Y        431
## 160           2        616         TA         Fa          Y        200
## 161           2        576         TA         TA          Y         22
## 162           1        275         TA         TA          Y        287
## 163           2        482         TA         TA          Y        129
## 164           2        616         TA         TA          Y        162
## 165           1        502         TA         TA          Y          0
## 166           2        528         TA         TA          Y         80
## 167           2        470         TA         TA          Y        252
## 168           3        632         TA         TA          Y        120
## 169           2        390         TA         TA          Y         48
## 170           2        564         TA         TA          Y        182
## 171           2        495         TA         TA          Y        168
## 172           2        528         TA         TA          Y         52
## 173           2        396         TA         TA          Y        256
## 174           2        440         TA         TA          Y          0
## 175           2        409         TA         TA          Y          0
## 176           2        430         TA         TA          Y          0
## 177           2        567         TA         TA          P          0
## 178           2        529         TA         TA          Y        192
## 179           2        484         TA         TA          Y        252
## 180           2        441         TA         TA          Y        178
## 181           2        479         TA         TA          Y          0
## 182           2        581         TA         TA          Y          0
## 183           2        588         TA         TA          Y          0
## 184           2        565         TA         TA          Y        225
## 185           2        478         TA         TA          Y          0
## 186           2        528         TA         TA          Y          0
## 187           2        506         TA         TA          Y         40
## 188           2        477         TA         TA          Y          0
## 189           1        336         TA         TA          Y          0
## 190           2        576         TA         TA          Y        210
## 191           2        576         TA         TA          Y        200
## 192           1        264         TA         TA          Y          0
## 193           1        288         TA         TA          Y          0
## 194           2        440         TA         TA          Y        108
## 195           2        440         TA         TA          Y          0
## 196           2        440         TA         TA          Y          0
## 197           2        440         TA         TA          Y        108
## 198           2        440         TA         TA          Y        147
## 199           1        345         TA         TA          Y        150
## 200           2        656         TA         TA          Y          0
## 201           3        754         TA         TA          Y        135
## 202           3        864         TA         TA          Y          0
## 203           3        896         TA         TA          Y        192
## 204           3        762         TA         TA          Y        360
## 205           3        834         TA         TA          Y        319
## 206           3        932         TA         TA          Y         99
## 207           3        640         TA         TA          Y        192
## 208           3        927         TA         TA          Y        168
## 209           3        700         TA         TA          Y        184
## 210           3        850         TA         TA          Y        200
## 211           2        583         TA         TA          Y        165
## 212           3        886         TA         TA          Y          0
## 213           3        730         TA         TA          Y        114
## 214           3        871         TA         TA          Y        230
## 215           2        484         TA         TA          Y        192
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## 219           3        685         TA         TA          Y        208
## 220           2        649         TA         TA          Y        231
## 221           2        539         TA         TA          Y        192
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## 223           2        478         TA         TA          Y        148
## 224           2        390         TA         TA          Y        100
## 225           2        392         TA         TA          Y         36
## 226           2        397         TA         TA          Y        100
## 227           2        400         TA         TA          Y        100
## 228           2        436         TA         TA          Y        120
## 229           2        434         TA         TA          Y        300
## 230           2        400         TA         TA          Y          0
## 231           2        393         TA         TA          Y        100
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## 235           2        400         TA         TA          Y          0
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## 237           2        410         TA         TA          Y          0
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## 239           3        815         TA         TA          Y        182
## 240           2        647         TA         TA          Y        296
## 241           2        623         TA         TA          Y        173
## 242           3        972         TA         TA          Y        120
## 243           3        726         TA         TA          Y        144
## 244           3        844         TA         TA          Y          0
## 245           2        492         TA         TA          Y        297
## 246           3        795         TA         TA          Y         70
## 247           2        529         TA         TA          Y          0
## 248           2        625         TA         TA          Y        205
## 249           3        984         TA         TA          Y        212
## 250           2        692         TA         TA          Y          0
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## 252           2        517         TA         TA          Y          0
## 253           3        711         TA         TA          Y        168
## 254           2        588         TA         TA          Y        192
## 255           2        628         TA         TA          Y          0
## 256           2        576         TA         TA          Y          0
## 257           2        484         TA         TA          Y        182
## 258           0          0       <NA>       <NA>          Y          0
## 259           2        478         TA         TA          Y        146
## 260           3        845         TA         TA          Y        210
## 261           2        576         TA         TA          Y        248
## 262           0          0       <NA>       <NA>          Y          0
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## 265           2        559         TA         TA          Y          0
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## 267           2        542         TA         TA          Y          0
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## 274           1        288         TA         TA          Y        171
## 275           1        300         TA         TA          Y          0
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## 363           0          0       <NA>       <NA>          N          0
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## 375           0          0       <NA>       <NA>          N          0
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## 377           0          0       <NA>       <NA>          N          0
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## 868           2        435         TA         TA          Y        264
## 869           2        442         TA         TA          Y          0
## 870           2        460         TA         TA          Y        460
## 871           3        925         TA         TA          Y         76
## 872           3        806         TA         TA          Y        108
## 873           3        758         TA         TA          Y        286
## 874           3        600         TA         TA          Y        120
## 875           2        517         TA         TA          Y          0
## 876           3        933         TA         TA          Y        198
## 877           2        605         TA         TA          Y          0
## 878           3        852         TA         TA          Y        168
## 879           2        484         TA         TA          Y        168
## 880           3       1092         TA         TA          Y         76
## 881           2        480         TA         TA          Y          0
## 882           2        484         TA         TA          Y        146
## 883           2        672         TA         TA          Y        192
## 884           3        574         TA         TA          Y        240
## 885           3        859         TA         TA          Y          0
## 886           2        598         TA         TA          Y          0
## 887           2        575         TA         TA          Y          0
## 888           2        590         TA         TA          Y        184
## 889           2        561         TA         TA          Y          0
## 890           3        880         TA         TA          Y        168
## 891           2        594         TA         TA          Y          0
## 892           3        658         TA         TA          Y        112
## 893           3        744         TA         TA          Y        193
## 894           0          0       <NA>       <NA>          Y          0
## 895           0          0       <NA>       <NA>          Y          0
## 896           2        576         TA         TA          Y          0
## 897           2        566         TA         TA          Y          0
## 898           2        492         TA         TA          Y        144
## 899           1        283         TA         TA          Y        340
## 900           1        308         TA         TA          Y        192
## 901           2        686         TA         TA          Y        188
## 902           2        564         TA         TA          Y          0
## 903           2        431         TA         TA          Y        136
## 904           2        542         TA         TA          Y        455
## 905           2        540         TA         TA          Y        160
## 906           2        484         TA         TA          Y          0
## 907           2        476         TA         TA          Y          0
## 908           2        466         TA         TA          Y          0
## 909           2        528         TA         TA          Y          0
## 910           2        440         TA         TA          Y          0
## 911           2        440         TA         TA          Y          0
## 912           2        625         TA         TA          Y        176
## 913           2        552         TA         TA          Y          0
## 914           2       1105         Gd         TA          Y        147
## 915           2        478         TA         TA          Y          0
## 916           2        546         Gd         TA          Y        180
## 917           2        676         TA         TA          Y        266
## 918           2        412         TA         TA          Y          0
## 919           2        570         TA         TA          Y          0
## 920           2        480         TA         TA          Y        160
## 921           2        528         TA         TA          Y          0
## 922           2        515         TA         TA          Y        202
## 923           2        472         TA         TA          Y        190
## 924           2        473         TA         TA          Y        235
## 925           2        484         TA         TA          Y        224
## 926           1        311         TA         TA          Y          0
## 927           1        308         TA         TA          Y         88
## 928           3        530         TA         TA          Y          0
## 929           2        396         TA         TA          Y          0
## 930           2        440         TA         TA          Y        128
## 931           2        784         TA         TA          Y        170
## 932           1        312         TA         TA          Y          0
## 933           2        440         TA         TA          Y          0
## 934           2        440         TA         TA          Y        192
## 935           2        539         TA         TA          Y          0
## 936           1        286         TA         TA          Y          0
## 937           2        510         TA         TA          Y          0
## 938           2        512         TA         TA          Y        284
## 939           0          0       <NA>       <NA>          N          0
## 940           0          0       <NA>       <NA>          N          0
## 941           1        308         TA         TA          N        143
## 942           1        288         TA         TA          Y          0
## 943           3        792         TA         TA          Y          0
## 944           2        432         TA         TA          Y        140
## 945           2        525         TA         TA          Y          0
## 946           1        315         TA         TA          Y          0
## 947           1        308         TA         TA          Y          0
## 948           2        692         TA         TA          Y        240
## 949           1        336         TA         TA          Y          0
## 950           2        464         TA         TA          Y          0
## 951           1        308         TA         TA          Y          0
## 952           1        310         TA         TA          Y        278
## 953           1        336         TA         TA          Y          0
## 954           1        336         TA         TA          Y         63
## 955           2        484         TA         TA          Y          0
## 956           2        410         TA         TA          N          0
## 957           1        293         TA         TA          Y          0
## 958           1        252         TA         TA          Y        152
## 959           1        352         TA         TA          Y          0
## 960           1        390         TA         TA          Y         81
## 961           1        280         TA         TA          Y        225
## 962           1        420         TA         TA          Y          0
## 963           0          0       <NA>       <NA>          N        231
## 964           1        371         TA         TA          Y        200
## 965           3       1200         TA         TA          Y          0
## 966           2        580         TA         TA          Y          0
## 967           0          0       <NA>       <NA>          N          0
## 968           1        276         TA         TA          Y        460
## 969           1        240         TA         TA          Y          0
## 970           1        288         TA         TA          Y          0
## 971           1        357         TA         TA          Y          0
## 972           1        286         TA         TA          Y          0
## 973           1        338         TA         TA          Y          0
## 974           1        324         TA         TA          Y          0
## 975           1        351         TA         TA          Y          0
## 976           1        300         TA         TA          Y          0
## 977           1        294         TA         TA          Y         58
## 978           1        288         TA         TA          Y         24
## 979           2        576         TA         TA          Y          0
## 980           2        576         TA         TA          Y          0
## 981           1        184         TA         Fa          N          0
## 982           1        180         Fa         TA          N          0
## 983           2        379         TA         TA          Y          0
## 984           2        576         TA         TA          Y        116
## 985           1        252         Fa         Fa          Y          0
## 986           2        342         TA         TA          N          0
## 987           2        816         TA         TA          Y          0
## 988           1        374         TA         TA          Y          0
## 989           2        480         Fa         Fa          Y        280
## 990           2        468         TA         TA          N        128
## 991           1        336         TA         TA          Y          0
## 992           2        576         TA         TA          N          0
## 993           1        331         Fa         TA          Y          0
## 994           1        384         TA         TA          Y          0
## 995           1        308         Fa         TA          Y          0
## 996           1        308         TA         TA          Y          0
## 997           1        224         Fa         TA          Y          0
## 998           1        217         TA         TA          Y          0
## 999           1        240         TA         TA          Y          0
## 1000          2        528         TA         TA          Y        225
## 1001          1        280         TA         TA          Y          0
## 1002          1        230         Fa         TA          Y        174
## 1003          2        379         TA         TA          Y         25
## 1004          1        408         TA         TA          Y          0
## 1005          2        576         TA         TA          P          0
## 1006          2        576         TA         TA          Y          0
## 1007          2        456         TA         TA          Y          0
## 1008          1        240         TA         Fa          Y          0
## 1009          1        216         TA         TA          N          0
## 1010          2        658         TA         TA          Y          0
## 1011          1        299         TA         TA          Y        285
## 1012          2        720         TA         TA          N          0
## 1013          2        436         TA         TA          Y          0
## 1014          1        264         TA         Fa          N         14
## 1015          2        498         TA         TA          Y        521
## 1016          1        240         TA         TA          Y          0
## 1017          1        308         TA         TA          Y         40
## 1018          2        572         TA         TA          Y         92
## 1019          2        440         TA         TA          N          0
## 1020          2        528         TA         TA          Y          0
## 1021          1        264         TA         TA          Y          0
## 1022          2        576         TA         TA          Y        138
## 1023          1        264         TA         TA          Y          0
## 1024          2        528         TA         TA          Y        132
## 1025          1        315         TA         TA          Y        204
## 1026          1        323         TA         TA          Y          0
## 1027          2        638         TA         TA          Y        128
## 1028          1        224         TA         TA          Y          0
## 1029          2        494         TA         TA          Y         81
## 1030          1        303         TA         TA          Y          0
## 1031          2        460         Fa         TA          Y          0
## 1032          2        552         TA         TA          Y          0
## 1033          2        576         TA         TA          Y          0
## 1034          2        649         TA         TA          P          0
## 1035          1        336         TA         TA          N          0
## 1036          2        527         TA         TA          Y          0
## 1037          1        332         TA         TA          Y        366
## 1038          1        399         TA         TA          Y          0
## 1039          1        308         TA         TA          N          0
## 1040          1        264         TA         TA          Y          0
## 1041          1        256         TA         TA          Y          0
## 1042          1        253         TA         TA          Y          0
## 1043          1        280         Fa         TA          P          0
## 1044          2        515         TA         TA          P          0
## 1045          2        499         TA         TA          Y        202
## 1046          3        870         TA         TA          Y        204
## 1047          3        894         TA         TA          Y        136
## 1048          3        870         TA         TA          Y        192
## 1049          3        796         TA         TA          Y        144
## 1050          2        674         TA         TA          Y        144
## 1051          2        524         TA         TA          Y          0
## 1052          2        578         TA         TA          Y        164
## 1053          2        619         TA         TA          Y        108
## 1054          2        529         TA         TA          Y        646
## 1055          2        747         TA         TA          Y          0
## 1056          2        497         TA         TA          Y        142
## 1057          1        384         TA         TA          Y        256
## 1058          1        242         TA         TA          Y        306
## 1059          2        597         TA         TA          Y        202
## 1060          2        534         TA         TA          Y          0
## 1061          2        517         TA         TA          Y          0
## 1062          2        486         TA         TA          Y        193
## 1063          2        440         TA         TA          Y          0
## 1064          2        370         TA         TA          Y        127
## 1065          2        576         TA         TA          Y          0
## 1066          2        748         TA         TA          Y          0
## 1067          1        308         TA         TA          Y          0
## 1068          2        440         TA         TA          Y          0
## 1069          2        576         Gd         Ex          Y        155
## 1070          2        728         TA         TA          Y        352
## 1071          2        583         TA         TA          Y        306
## 1072          2        610         TA         TA          Y          0
## 1073          2        542         TA         TA          Y        386
## 1074          2        484         TA         TA          Y        120
## 1075          2        560         TA         TA          Y        184
## 1076          2        608         TA         TA          Y        225
## 1077          2        482         TA         TA          Y        240
## 1078          2        552         TA         TA          Y          0
## 1079          2        578         TA         TA          Y        100
## 1080          2        437         TA         TA          Y          0
## 1081          2        484         TA         TA          Y        100
## 1082          2        400         TA         TA          Y          0
## 1083          1        384         TA         TA          Y        405
## 1084          2        520         TA         TA          P          0
## 1085          2        576         TA         TA          N          0
## 1086          2        622         TA         TA          P          0
## 1087          2        528         TA         Fa          Y        228
## 1088          2        579         TA         Gd          Y          0
## 1089          2        489         TA         TA          Y          0
## 1090          3       1154         TA         TA          Y        546
## 1091          2        525         TA         TA          Y          0
## 1092          1        392         TA         TA          Y        144
## 1093          0          0       <NA>       <NA>          N          0
## 1094          0          0       <NA>       <NA>          N        118
## 1095          1        216         TA         TA          Y          0
## 1096          1        355         TA         TA          Y          0
## 1097          2        528         TA         TA          N        196
## 1098          0          0       <NA>       <NA>          Y          0
## 1099          1        352         TA         TA          Y          0
## 1100          1        240         TA         TA          P        216
## 1101          1        216         TA         TA          Y          0
## 1102          1        228         TA         TA          Y        184
## 1103          1        225         TA         TA          N          0
## 1104          2        264         TA         TA          Y        291
## 1105          2        400         TA         TA          Y        174
## 1106          1        231         Fa         TA          Y          0
## 1107          2        528         TA         TA          Y          0
## 1108          2        580         TA         TA          Y          0
## 1109          2        552         TA         TA          Y          0
## 1110          2        462         TA         TA          Y        180
## 1111          2        628         TA         TA          Y        152
## 1112          2        509         TA         TA          Y        135
## 1113          2        625         TA         TA          Y          0
## 1114          2        691         Gd         Gd          Y        216
## 1115          2        720         TA         TA          Y          0
## 1116          0          0       <NA>       <NA>          N          0
## 1117         NA         NA       <NA>       <NA>          Y        174
## 1118          1        100         Fa         Fa          N          0
## 1119          1        256         TA         Fa          N         48
## 1120          0          0       <NA>       <NA>          N          0
## 1121          2        720         TA         TA          Y          0
## 1122          1        216         TA         Po          N        154
## 1123          2        495         TA         TA          Y        123
## 1124          2        486         TA         TA          Y         84
## 1125          3        650         TA         TA          Y        168
## 1126          2        576         TA         TA          Y          0
## 1127          2        506         TA         TA          Y        114
## 1128          1        360         TA         TA          Y        192
## 1129          2        528         TA         TA          Y        193
## 1130          2        512         TA         TA          Y        240
## 1131          2        461         TA         TA          Y        274
## 1132          2        433         TA         TA          Y        100
## 1133          2        502         TA         TA          Y        132
## 1134          2        528         TA         TA          Y        232
## 1135          2        471         TA         TA          Y        256
## 1136          3        692         TA         TA          Y        201
## 1137          2        571         TA         TA          Y          0
## 1138          2        452         TA         TA          Y        143
## 1139          3        932         TA         TA          Y        160
## 1140          4       1041         TA         TA          N        483
## 1141          2        460         TA         TA          Y          0
## 1142          1        253         TA         TA          Y          0
## 1143          1        297         TA         TA          Y        112
## 1144          0          0       <NA>       <NA>          Y          0
## 1145          1        286         TA         TA          Y          0
## 1146          2        678         TA         TA          Y        201
## 1147          2        528         TA         TA          Y       1424
## 1148          2        672         TA         TA          P        690
## 1149          2        531         TA         TA          Y          0
## 1150          0          0       <NA>       <NA>          Y        129
## 1151          1        444         TA         Fa          Y        152
## 1152          2        502         TA         TA          Y          0
## 1153          1        264         TA         TA          Y        330
## 1154          1        288         TA         TA          Y        140
## 1155          2        452         TA         TA          Y        280
## 1156          1        313         TA         TA          Y          0
## 1157          3        963         TA         TA          Y          0
## 1158          2        550         TA         TA          Y          0
## 1159          2        506         TA         TA          Y          0
## 1160          2        400         TA         TA          Y        421
## 1161          2        423         TA         TA          Y          0
## 1162          2        443         TA         TA          Y        286
## 1163          2        527         TA         TA          Y          0
## 1164          3        773         TA         TA          Y        237
## 1165          2        618         TA         TA          Y        168
## 1166          2        402         TA         TA          Y          0
## 1167          2        461         TA         TA          Y        120
## 1168          3        670         TA         TA          Y        182
## 1169          3        758         TA         TA          Y        204
## 1170          3        675         TA         TA          Y        246
## 1171          3        736         TA         TA          Y        250
## 1172          3        660         TA         TA          Y        272
## 1173          2        517         TA         TA          Y        156
## 1174          3        722         TA         TA          Y        351
## 1175          2        582         TA         TA          Y        140
## 1176          2        482         TA         TA          Y        400
## 1177          2        596         TA         TA          Y        444
## 1178          2        541         TA         TA          Y          0
## 1179          2        485         TA         TA          Y         48
## 1180          2        462         TA         TA          Y        295
## 1181          2        576         TA         TA          Y         63
## 1182          2        543         TA         TA          Y        196
## 1183          2        440         TA         TA          Y          0
## 1184          2        440         TA         TA          Y          0
## 1185          1        264         TA         TA          Y          0
## 1186          1        264         TA         TA          Y          0
## 1187          1        264         TA         TA          Y        352
## 1188          2        440         TA         TA          Y          0
## 1189          1        300         TA         TA          Y          0
## 1190          1        319         TA         TA          Y          0
## 1191          2        460         TA         TA          Y          0
## 1192          3        831         TA         TA          Y          0
## 1193          3        880         TA         TA          Y          0
## 1194          3        874         TA         TA          Y          0
## 1195          3       1085         TA         TA          Y        354
## 1196          3        670         TA         TA          Y        148
## 1197          2        521         TA         TA          Y        194
## 1198          2        575         TA         TA          Y        243
## 1199          3        672         TA         TA          Y        176
## 1200          3        784         TA         TA          Y        120
## 1201          3        925         TA         TA          Y        204
## 1202          3        816         TA         TA          Y        144
## 1203          3        746         TA         TA          Y        168
## 1204          2        556         TA         TA          Y        196
##      OpenPorchSF EnclosedPorch 3SsnPorch ScreenPorch PoolArea PoolQC Fence
## 1              0             0         0         120        0   <NA> MnPrv
## 2             36             0         0           0        0   <NA>  <NA>
## 3             34             0         0           0        0   <NA> MnPrv
## 4             36             0         0           0        0   <NA>  <NA>
## 5             82             0         0         144        0   <NA>  <NA>
## 6             84             0         0           0        0   <NA>  <NA>
## 7             21             0         0           0        0   <NA> GdPrv
## 8             75             0         0           0        0   <NA>  <NA>
## 9              0             0         0           0        0   <NA>  <NA>
## 10             0             0         0           0        0   <NA> MnPrv
## 11            68             0         0           0        0   <NA>  <NA>
## 12             0             0         0           0        0   <NA>  <NA>
## 13             0             0         0           0        0   <NA>  <NA>
## 14             0             0         0           0        0   <NA>  <NA>
## 15            30             0         0           0        0   <NA>  <NA>
## 16           133             0         0           0        0   <NA>  <NA>
## 17            35             0         0           0        0   <NA>  <NA>
## 18            74             0         0           0        0   <NA>  <NA>
## 19           119             0         0           0        0   <NA>  <NA>
## 20           150             0         0           0        0   <NA>  <NA>
## 21           130             0         0           0        0   <NA>  <NA>
## 22            49             0         0           0        0   <NA>  <NA>
## 23            23             0         0           0        0   <NA>  <NA>
## 24           116             0         0           0        0   <NA>  <NA>
## 25             0             0         0           0        0   <NA>  <NA>
## 26            48             0         0           0        0   <NA>  <NA>
## 27           172             0         0         256        0   <NA>  <NA>
## 28             0             0         0           0        0   <NA>  <NA>
## 29           136             0         0           0        0   <NA>  <NA>
## 30           102             0         0         216        0   <NA>  <NA>
## 31            68             0         0           0        0   <NA>  <NA>
## 32             0            80         0           0        0   <NA>  <NA>
## 33             0           186         0           0        0   <NA> GdPrv
## 34           130             0         0           0        0   <NA>  <NA>
## 35            30             0         0           0        0   <NA>  <NA>
## 36            50             0         0           0        0   <NA>  <NA>
## 37           111             0         0           0        0   <NA>  <NA>
## 38           172             0         0           0        0   <NA>  <NA>
## 39           172             0         0           0        0   <NA>  <NA>
## 40           166             0         0           0        0   <NA>  <NA>
## 41            32             0         0           0        0   <NA>  <NA>
## 42            50             0         0           0        0   <NA>  <NA>
## 43           192             0       224           0        0   <NA>  <NA>
## 44           184             0         0           0        0   <NA>  <NA>
## 45           137             0         0           0        0   <NA>  <NA>
## 46            76             0         0           0        0   <NA>  <NA>
## 47            32             0         0           0        0   <NA>  <NA>
## 48            69             0         0           0        0   <NA>  <NA>
## 49            78             0         0           0        0   <NA>  GdWo
## 50           224             0         0           0        0   <NA>  <NA>
## 51             0           120         0           0        0   <NA>  <NA>
## 52            40             0         0         204        0   <NA> GdPrv
## 53           172             0         0           0        0   <NA>  <NA>
## 54             0             0         0           0        0   <NA>  <NA>
## 55             0             0         0           0        0   <NA>  GdWo
## 56             0           150         0           0        0   <NA>  <NA>
## 57             0             0         0           0        0   <NA>  <NA>
## 58             0             0         0           0        0   <NA>  <NA>
## 59            73             0         0           0        0   <NA> MnPrv
## 60             0             0         0           0        0   <NA> GdPrv
## 61            21             0         0           0        0   <NA>  <NA>
## 62            28             0         0         160        0   <NA>  GdWo
## 63             0             0         0           0        0   <NA>  <NA>
## 64             0             0         0           0        0   <NA>  <NA>
## 65             0           205         0           0        0   <NA>  GdWo
## 66             0             0         0           0        0   <NA>  <NA>
## 67             0             0         0           0        0   <NA>  <NA>
## 68             0             0         0           0        0   <NA>  GdWo
## 69             0             0         0           0        0   <NA>  <NA>
## 70             0           113         0         240        0   <NA>  <NA>
## 71             0             0         0           0        0   <NA>  <NA>
## 72             0           135         0           0        0   <NA> MnPrv
## 73             0             0         0           0        0   <NA>  <NA>
## 74             0             0         0           0        0   <NA>  <NA>
## 75           100           126         0           0        0   <NA>  <NA>
## 76             0           334         0           0        0   <NA>  <NA>
## 77             0             0         0           0        0   <NA>  <NA>
## 78           228           246         0           0        0   <NA>  <NA>
## 79           108             0         0           0        0   <NA>  <NA>
## 80            18            18         0           0        0   <NA>  <NA>
## 81             0             0         0           0        0   <NA>  <NA>
## 82             0             0         0           0        0   <NA> MnPrv
## 83             0            60         0           0        0   <NA>  <NA>
## 84             0            41         0           0        0   <NA> MnPrv
## 85             0           128         0           0        0   <NA> MnPrv
## 86             0             0         0           0        0   <NA>  <NA>
## 87             0            35         0         148        0   <NA>  <NA>
## 88             0            48         0           0        0   <NA>  <NA>
## 89             0            32         0           0        0   <NA>  <NA>
## 90            10             0         0           0        0   <NA> MnPrv
## 91             0           128         0           0        0   <NA>  <NA>
## 92             0           364         0           0        0   <NA> GdPrv
## 93             0             0         0         168        0   <NA>  <NA>
## 94             0           112         0           0        0   <NA> GdPrv
## 95           132             0         0           0        0   <NA>  <NA>
## 96             0           248         0           0        0   <NA>  <NA>
## 97             0           168         0           0        0   <NA>  <NA>
## 98             0            45         0           0        0   <NA> MnPrv
## 99             0           239         0           0        0   <NA>  <NA>
## 100          144             0         0           0        0   <NA>  <NA>
## 101           58             0         0           0        0   <NA>  <NA>
## 102            0             0         0           0        0   <NA>  <NA>
## 103            0             0         0           0        0   <NA>  <NA>
## 104            0             0         0           0        0   <NA>  <NA>
## 105           38             0         0           0        0   <NA> MnPrv
## 106            0             0         0           0        0   <NA>  <NA>
## 107            0             0         0           0        0   <NA>  <NA>
## 108          104             0         0           0        0   <NA>  <NA>
## 109            0            60         0           0        0   <NA>  <NA>
## 110           52            52         0           0        0   <NA> MnPrv
## 111            0             0         0           0        0   <NA> MnPrv
## 112            0             0         0           0        0   <NA>  <NA>
## 113            0             0         0           0        0   <NA>  <NA>
## 114          144             0         0           0        0   <NA>  <NA>
## 115          278             0         0         266        0   <NA> MnPrv
## 116           92             0         0           0        0   <NA>  <NA>
## 117           54             0         0           0        0   <NA>  <NA>
## 118           59             0         0           0        0   <NA>  <NA>
## 119            0             0         0           0        0   <NA> GdPrv
## 120           39             0         0           0        0   <NA>  <NA>
## 121           85             0         0           0        0   <NA> MnPrv
## 122            0             0         0           0        0   <NA> MnPrv
## 123           25             0         0           0        0   <NA>  <NA>
## 124           38             0         0           0        0   <NA>  <NA>
## 125            0             0         0           0        0   <NA>  <NA>
## 126            0             0         0           0        0   <NA>  <NA>
## 127            0            56         0           0        0   <NA> MnPrv
## 128            0           168         0           0        0   <NA> MnPrv
## 129            0             0         0         160        0   <NA>  <NA>
## 130            0             0         0           0        0   <NA>  <NA>
## 131            0             0         0           0        0   <NA> MnPrv
## 132            0            36         0           0        0   <NA> MnPrv
## 133            0             0         0         166        0   <NA>  <NA>
## 134            0             0         0           0        0   <NA>  <NA>
## 135          156             0         0           0        0   <NA>  <NA>
## 136            0            86         0           0        0   <NA>  <NA>
## 137            0             0         0           0        0   <NA>  <NA>
## 138            0             0         0           0        0   <NA>  <NA>
## 139           36             0         0           0        0   <NA>  <NA>
## 140           81             0         0           0        0   <NA>  <NA>
## 141            0             0         0           0        0   <NA>  <NA>
## 142           56             0         0         200        0   <NA> MnPrv
## 143            0           265         0           0        0   <NA>  <NA>
## 144           53             0         0         155        0   <NA>  <NA>
## 145           70             0         0           0        0   <NA>  <NA>
## 146           26             0         0           0        0   <NA> GdPrv
## 147            0             0         0           0        0   <NA>  <NA>
## 148           48             0         0           0        0   <NA>  <NA>
## 149           25             0         0           0        0   <NA>  <NA>
## 150            0             0         0           0        0   <NA>  <NA>
## 151            0             0         0           0        0   <NA>  <NA>
## 152            0             0         0           0        0   <NA>  <NA>
## 153            0             0         0           0        0   <NA>  <NA>
## 154            0            56         0         108        0   <NA>  <NA>
## 155           26             0         0           0        0   <NA>  <NA>
## 156            0             0         0           0        0   <NA>  <NA>
## 157            0            64         0           0        0   <NA>  <NA>
## 158            0             0         0           0        0   <NA>  <NA>
## 159            0             0         0           0        0   <NA> MnPrv
## 160            0             0         0           0        0   <NA>  <NA>
## 161            0             0         0           0        0   <NA>  GdWo
## 162            0           280         0           0        0   <NA>  <NA>
## 163           64           222         0           0        0   <NA>  GdWo
## 164          312             0         0           0        0   <NA>  <NA>
## 165            0             0         0           0        0   <NA>  <NA>
## 166           21             0         0           0        0   <NA>  <NA>
## 167           30             0         0           0        0   <NA>  <NA>
## 168           46             0         0           0        0   <NA>  <NA>
## 169           72             0         0           0        0   <NA>  <NA>
## 170           57             0         0           0        0   <NA>  <NA>
## 171           43             0         0           0        0   <NA>  <NA>
## 172           50             0         0           0        0   <NA>  <NA>
## 173            0             0         0           0        0   <NA>  <NA>
## 174           84             0         0           0        0   <NA>  <NA>
## 175           46             0         0           0        0   <NA>  <NA>
## 176           21             0         0           0        0   <NA>  <NA>
## 177          176             0         0         200        0   <NA>  <NA>
## 178          192             0         0           0        0   <NA>  <NA>
## 179           55             0         0           0        0   <NA>  <NA>
## 180           84             0         0           0        0   <NA>  <NA>
## 181            0             0         0           0        0   <NA>  <NA>
## 182           35             0         0           0        0   <NA>  <NA>
## 183          134             0         0           0        0   <NA>  <NA>
## 184           48             0         0           0        0   <NA>  <NA>
## 185            0             0         0         490        0   <NA>  <NA>
## 186            0             0         0           0        0   <NA>  GdWo
## 187            0             0         0           0        0   <NA>  <NA>
## 188           45             0         0           0        0   <NA>  <NA>
## 189            0             0         0           0        0   <NA>  <NA>
## 190            0             0         0           0        0   <NA> GdPrv
## 191            0             0         0           0        0   <NA>  GdWo
## 192            0             0         0           0        0   <NA>  <NA>
## 193            0             0         0           0        0   <NA>  <NA>
## 194            0             0         0           0        0   <NA>  <NA>
## 195           27             0         0           0        0   <NA>  <NA>
## 196           28             0         0           0        0   <NA>  <NA>
## 197            0             0         0           0        0   <NA>  <NA>
## 198            0             0         0           0        0   <NA>  <NA>
## 199           20             0         0           0        0   <NA>  <NA>
## 200          162             0         0           0        0   <NA>  <NA>
## 201           64             0         0           0        0   <NA>  <NA>
## 202          197             0         0           0        0   <NA>  <NA>
## 203           98             0         0           0        0   <NA>  <NA>
## 204           50             0         0           0        0   <NA>  <NA>
## 205           90             0         0           0        0   <NA>  <NA>
## 206           82             0         0           0        0   <NA>  <NA>
## 207          273             0         0           0        0   <NA>  <NA>
## 208           45             0         0           0        0   <NA>  <NA>
## 209           52             0         0           0        0   <NA>  <NA>
## 210           26             0         0           0        0   <NA>  <NA>
## 211          190             0         0           0        0   <NA>  <NA>
## 212          116             0         0           0        0   <NA> MnPrv
## 213           40             0         0           0        0   <NA>  <NA>
## 214           60             0         0           0        0   <NA>  <NA>
## 215           36             0         0           0        0   <NA>  <NA>
## 216           63             0         0           0        0   <NA>  <NA>
## 217           26             0         0           0        0   <NA>  <NA>
## 218          235             0         0           0        0   <NA>  <NA>
## 219           55             0         0           0        0   <NA>  <NA>
## 220           90             0         0           0        0   <NA>  <NA>
## 221           42             0         0           0        0   <NA>  <NA>
## 222          183             0         0           0        0   <NA>  <NA>
## 223           36             0         0           0        0   <NA>  <NA>
## 224            0             0         0           0        0   <NA>  <NA>
## 225           20             0         0           0        0   <NA>  <NA>
## 226           16             0         0           0        0   <NA>  <NA>
## 227            0             0         0           0        0   <NA>  <NA>
## 228           48             0         0           0        0   <NA>  <NA>
## 229           48             0         0           0        0   <NA> MnPrv
## 230           75             0         0           0        0   <NA>  <NA>
## 231           56             0         0           0        0   <NA>  <NA>
## 232           48             0         0           0        0   <NA>  <NA>
## 233            0             0         0           0        0   <NA>  <NA>
## 234           72             0         0           0        0   <NA>  <NA>
## 235            0             0         0           0        0   <NA>  <NA>
## 236            0             0         0           0        0   <NA>  <NA>
## 237            0             0         0           0        0   <NA>  <NA>
## 238           30             0         0           0        0   <NA>  <NA>
## 239           56             0         0           0        0   <NA>  <NA>
## 240          102           209         0           0        0   <NA>  <NA>
## 241          165             0         0           0        0   <NA>  <NA>
## 242           56             0         0           0        0   <NA>  <NA>
## 243           44             0         0           0        0   <NA>  <NA>
## 244           69             0         0           0        0   <NA>  <NA>
## 245           50             0         0           0        0   <NA>  <NA>
## 246          226             0         0           0        0   <NA> GdPrv
## 247          121             0         0           0        0   <NA>  <NA>
## 248          126             0         0           0        0   <NA>  <NA>
## 249          136             0         0           0        0   <NA>  <NA>
## 250          140             0         0           0        0   <NA>  <NA>
## 251           45             0         0           0        0   <NA>  <NA>
## 252          175             0         0           0        0   <NA>  <NA>
## 253          120             0         0           0        0   <NA>  <NA>
## 254           88             0         0           0        0   <NA>  <NA>
## 255           45             0         0           0        0   <NA>  <NA>
## 256          178             0         0           0        0   <NA>  <NA>
## 257            0             0         0           0        0   <NA>  <NA>
## 258           50             0         0           0        0   <NA>  <NA>
## 259           91             0         0           0        0   <NA>  <NA>
## 260           36             0         0           0        0   <NA>  <NA>
## 261          102             0         0           0        0   <NA>  <NA>
## 262           39             0         0           0        0   <NA>  <NA>
## 263           42             0         0           0        0   <NA>  <NA>
## 264           93             0         0           0        0   <NA>  <NA>
## 265           74             0         0           0        0   <NA>  <NA>
## 266           91             0         0         168        0   <NA>  <NA>
## 267           60             0         0           0        0   <NA>  <NA>
## 268           32             0         0           0        0   <NA>  <NA>
## 269           48             0         0           0        0   <NA>  <NA>
## 270            0             0         0           0        0   <NA>  <NA>
## 271           28             0         0           0        0   <NA> MnPrv
## 272          312             0         0           0        0   <NA>  <NA>
## 273            0             0         0           0        0   <NA>  <NA>
## 274            0             0         0           0        0   <NA> MnPrv
## 275            0             0         0           0        0   <NA>  GdWo
## 276            0             0         0           0        0   <NA>  <NA>
## 277            0             0       255           0        0   <NA> MnPrv
## 278           60             0         0           0        0   <NA> GdPrv
## 279          177             0         0           0        0   <NA>  <NA>
## 280          254             0         0           0        0   <NA>  <NA>
## 281          169             0         0           0        0   <NA>  <NA>
## 282           32             0         0           0        0   <NA>  <NA>
## 283           34             0         0           0        0   <NA>  <NA>
## 284          120             0       225           0        0   <NA>  <NA>
## 285           20           218         0           0        0   <NA>  <NA>
## 286           64             0         0           0        0   <NA>  <NA>
## 287           40             0         0           0        0   <NA>  <NA>
## 288          120             0         0         168        0   <NA>  <NA>
## 289           11             0         0           0        0   <NA>  <NA>
## 290            0             0         0           0        0   <NA> MnPrv
## 291           72             0         0         156        0   <NA>  <NA>
## 292            0             0         0           0        0   <NA> GdPrv
## 293           40             0         0           0        0   <NA>  <NA>
## 294           77             0         0         196        0   <NA>  <NA>
## 295           20             0         0           0        0   <NA>  <NA>
## 296            0             0       360           0        0   <NA>  GdWo
## 297            0             0         0           0        0   <NA>  <NA>
## 298            0            84         0           0        0   <NA> MnPrv
## 299           99             0         0           0        0   <NA>  <NA>
## 300           28             0         0         121        0   <NA> MnPrv
## 301           32             0         0          92        0   <NA>  <NA>
## 302           40           264         0           0        0   <NA> MnPrv
## 303            0             0         0           0        0   <NA>  <NA>
## 304           70             0         0           0        0   <NA> MnPrv
## 305           67           260         0           0        0   <NA> MnPrv
## 306           49             0         0         288        0   <NA> GdPrv
## 307          110             0         0         342        0   <NA>  GdWo
## 308            0             0         0           0        0   <NA>  <NA>
## 309            0           203         0           0        0   <NA>  <NA>
## 310            0             0         0           0        0   <NA>  <NA>
## 311           35           120         0           0        0   <NA>  GdWo
## 312            0             0         0           0        0   <NA>  GdWo
## 313          189           140         0           0        0   <NA>  <NA>
## 314            0             0         0           0        0   <NA>  <NA>
## 315            0             0         0           0        0   <NA>  <NA>
## 316            0             0         0         255        0   <NA>  <NA>
## 317            0             0         0           0        0   <NA>  <NA>
## 318            0             0         0           0        0   <NA> MnPrv
## 319            0           100         0           0        0   <NA> MnPrv
## 320            0           134         0           0        0   <NA>  GdWo
## 321            0             0         0           0        0   <NA>  GdWo
## 322           90             0         0           0        0   <NA>  <NA>
## 323            0           128         0           0        0   <NA>  <NA>
## 324            0           168         0         111        0   <NA>  <NA>
## 325            0             0         0         112        0   <NA>  GdWo
## 326            0           432         0           0        0   <NA>  <NA>
## 327            0           112         0           0        0   <NA>  <NA>
## 328           81             0         0           0        0   <NA>  <NA>
## 329            0             0         0           0        0   <NA>  <NA>
## 330           30             0         0           0        0   <NA>  <NA>
## 331            0             0         0           0        0   <NA>  <NA>
## 332            0             0         0         216        0   <NA>  GdWo
## 333            0           156         0           0        0   <NA> MnPrv
## 334            0            42         0           0        0   <NA>  <NA>
## 335            0             0         0           0        0   <NA>  <NA>
## 336           28            64         0           0        0   <NA>  <NA>
## 337            0             0         0         231        0   <NA>  <NA>
## 338            0             0         0           0        0   <NA>  GdWo
## 339           68             0         0           0        0   <NA>  <NA>
## 340            0             0         0           0        0   <NA>  GdWo
## 341          204             0         0           0        0   <NA>  <NA>
## 342           36             0         0           0        0   <NA>  <NA>
## 343           55             0         0           0        0   <NA>  <NA>
## 344           40             0         0           0        0   <NA>  <NA>
## 345            0             0         0           0        0   <NA>  <NA>
## 346            0            40         0           0        0   <NA>  <NA>
## 347           28           169         0           0        0   <NA>  <NA>
## 348            0             0         0           0        0   <NA> MnPrv
## 349            0           176         0           0        0   <NA>  <NA>
## 350           36             0         0         182        0   <NA> MnPrv
## 351            0           148         0           0        0   <NA>  <NA>
## 352            0           244         0           0        0   <NA>  <NA>
## 353           12             0         0           0        0   <NA> MnPrv
## 354            0           128         0           0        0   <NA>  <NA>
## 355            0            25         0           0        0   <NA>  <NA>
## 356            0            81         0           0        0   <NA>  GdWo
## 357            0           160         0           0        0   <NA>  <NA>
## 358          235             0         0           0        0   <NA>  <NA>
## 359          103             0         0           0        0   <NA>  <NA>
## 360           33             0         0           0        0   <NA>  <NA>
## 361            0           176         0           0        0   <NA>  <NA>
## 362            0           238         0           0        0   <NA> MnPrv
## 363           36            94         0           0        0   <NA>  <NA>
## 364           61             0         0           0        0   <NA>  GdWo
## 365           60             0         0           0        0   <NA>  <NA>
## 366            0            98         0           0        0   <NA>  <NA>
## 367           15            51         0           0        0   <NA> MnPrv
## 368            0            34       150           0        0   <NA>  <NA>
## 369            0           105         0           0        0   <NA>  <NA>
## 370            0           150         0           0        0   <NA>  <NA>
## 371           28             0         0           0        0   <NA>  <NA>
## 372           56             0         0           0        0   <NA>  <NA>
## 373            0           213         0           0        0   <NA> MnPrv
## 374           24           112         0           0        0   <NA>  <NA>
## 375          188           102         0           0        0   <NA>  <NA>
## 376            0           148         0           0        0   <NA>  <NA>
## 377            0           105         0         160        0   <NA>  <NA>
## 378            0           288         0           0        0   <NA>  <NA>
## 379            0            24         0           0        0   <NA>  <NA>
## 380            0             0         0           0        0   <NA>  <NA>
## 381            0             0         0           0        0   <NA>  <NA>
## 382            0             0         0           0        0   <NA>  <NA>
## 383          215             0         0           0        0   <NA>  <NA>
## 384            0             0         0           0        0   <NA>  <NA>
## 385           40             0         0           0        0   <NA>  <NA>
## 386            0             0         0         140        0   <NA> MnPrv
## 387           28             0         0           0        0   <NA>  <NA>
## 388            0           100         0           0        0   <NA>  <NA>
## 389            0            90         0         110        0   <NA>  <NA>
## 390            0             0         0           0        0   <NA> GdPrv
## 391           50             0         0           0        0   <NA>  <NA>
## 392            0             0         0           0        0   <NA> MnPrv
## 393          105             0         0           0        0   <NA>  <NA>
## 394           36             0         0           0        0   <NA>  <NA>
## 395            0             0         0           0        0   <NA>  <NA>
## 396          100           144         0           0        0   <NA> MnPrv
## 397            0             0         0           0        0   <NA>  <NA>
## 398            0             0         0           0        0   <NA>  <NA>
## 399            0             0         0           0        0   <NA> GdPrv
## 400            0             0         0           0        0   <NA>  <NA>
## 401            0             0         0           0        0   <NA>  <NA>
## 402            0             0         0           0        0   <NA>  <NA>
## 403            0             0         0           0        0   <NA>  <NA>
## 404            0             0         0           0        0   <NA>  <NA>
## 405           24             0         0           0        0   <NA>  <NA>
## 406          104             0         0           0        0   <NA>  <NA>
## 407          142             0         0           0        0   <NA>  <NA>
## 408          222             0         0           0        0   <NA>  <NA>
## 409            0             0         0           0        0   <NA>  <NA>
## 410           92             0         0           0        0   <NA>  <NA>
## 411           98             0         0           0        0   <NA>  <NA>
## 412           28             0         0           0        0   <NA>  <NA>
## 413          193             0         0           0        0   <NA>  <NA>
## 414            0             0         0          92        0   <NA>  <NA>
## 415           81             0         0           0        0   <NA> GdPrv
## 416           96             0         0           0        0   <NA>  <NA>
## 417           40             0         0           0        0   <NA>  <NA>
## 418          114             0         0         168        0   <NA>  <NA>
## 419            0             0         0           0        0   <NA> MnPrv
## 420            0             0         0           0        0   <NA>  <NA>
## 421           93             0         0           0        0   <NA>  <NA>
## 422          132             0         0           0        0   <NA>  <NA>
## 423           48             0         0           0        0   <NA>  <NA>
## 424           43             0         0           0        0   <NA>  <NA>
## 425           34             0         0           0        0   <NA>  <NA>
## 426          144             0         0           0        0   <NA>  <NA>
## 427            0             0         0         117        0   <NA>  <NA>
## 428           48             0         0         195        0   <NA>  <NA>
## 429           36             0         0           0        0   <NA>  <NA>
## 430          240             0         0           0        0   <NA> MnPrv
## 431           28             0         0           0        0   <NA>  <NA>
## 432            0             0         0           0        0   <NA> MnPrv
## 433           41           211         0           0        0   <NA>  <NA>
## 434            0             0         0           0        0   <NA>  <NA>
## 435            0             0         0           0        0   <NA>  <NA>
## 436            0             0         0           0        0   <NA>  <NA>
## 437            0            55         0           0        0   <NA>  <NA>
## 438           96             0         0           0        0   <NA>  <NA>
## 439            0           180         0           0        0   <NA>  <NA>
## 440          113             0         0         195        0   <NA> MnPrv
## 441           21           150         0           0        0   <NA> GdPrv
## 442            0             0         0         115        0   <NA> MnPrv
## 443            0            57         0           0        0   <NA>  <NA>
## 444            0             0         0           0        0   <NA> MnPrv
## 445          148             0         0         120        0   <NA>  <NA>
## 446            0            81         0           0        0   <NA>  <NA>
## 447          201             0         0           0        0   <NA>  <NA>
## 448            0             0         0           0        0   <NA> GdPrv
## 449            0             0         0           0        0   <NA> GdPrv
## 450            0             0         0           0        0   <NA> MnPrv
## 451          112             0         0           0        0   <NA>  <NA>
## 452          144             0         0           0        0   <NA> GdPrv
## 453          160            78         0           0        0   <NA>  <NA>
## 454            0            72         0           0        0   <NA>  <NA>
## 455           53             0       153           0        0   <NA>  <NA>
## 456           24             0         0           0        0   <NA>  <NA>
## 457           91             0         0           0        0   <NA>  <NA>
## 458            0             0         0           0        0   <NA> MnPrv
## 459           39             0         0         120        0   <NA>  GdWo
## 460            0             0         0           0        0   <NA>  <NA>
## 461          154             0         0           0        0   <NA>  <NA>
## 462           95             0         0           0        0   <NA>  <NA>
## 463           24             0         0           0        0   <NA>  <NA>
## 464          238             0         0           0        0   <NA>  <NA>
## 465          114             0         0           0        0   <NA>  <NA>
## 466           52             0         0           0        0   <NA>  <NA>
## 467            0             0         0           0        0   <NA> MnPrv
## 468           16             0         0           0        0   <NA>  <NA>
## 469            0             0         0           0        0   <NA> MnPrv
## 470            0             0         0           0        0   <NA>  <NA>
## 471           32             0         0           0        0   <NA> GdPrv
## 472            0             0         0           0        0   <NA>  <NA>
## 473          173           368         0           0        0   <NA> MnPrv
## 474           36             0         0           0        0   <NA>  <NA>
## 475           49             0         0           0        0   <NA>  <NA>
## 476           82             0         0           0        0   <NA>  <NA>
## 477           84             0         0           0        0   <NA>  <NA>
## 478           39             0         0           0        0   <NA>  <NA>
## 479            0             0         0           0        0   <NA>  <NA>
## 480           82             0         0         144        0   <NA>  <NA>
## 481           39             0         0           0        0   <NA>  <NA>
## 482           40             0         0           0        0   <NA> GdPrv
## 483           73           154         0           0        0   <NA>  <NA>
## 484           32             0         0           0        0   <NA>  <NA>
## 485           76             0         0           0        0   <NA>  <NA>
## 486            0           144         0           0        0   <NA>  <NA>
## 487           48             0         0           0        0   <NA>  <NA>
## 488            0           180         0           0        0   <NA>  <NA>
## 489           48             0         0         141        0   <NA>  <NA>
## 490            0             0         0           0        0   <NA>  <NA>
## 491            0             0         0           0        0   <NA>  <NA>
## 492            0             0         0           0        0   <NA>  <NA>
## 493            0             0       174           0        0   <NA> MnPrv
## 494           73             0         0           0        0   <NA>  <NA>
## 495            0             0         0           0        0   <NA>  <NA>
## 496           16             0         0         208        0   <NA> MnPrv
## 497           24             0         0           0        0   <NA>  GdWo
## 498          180           218         0           0        0   <NA> GdPrv
## 499           45             0         0           0        0   <NA>  <NA>
## 500            0             0         0           0        0   <NA>  <NA>
## 501            0             0         0           0        0   <NA>  <NA>
## 502            0             0         0           0        0   <NA>  <NA>
## 503            0             0         0           0        0   <NA>  <NA>
## 504            0             0         0           0        0   <NA>  <NA>
## 505            0             0         0           0        0   <NA>  <NA>
## 506           38             0         0           0        0   <NA>  <NA>
## 507           95             0         0           0        0   <NA>  <NA>
## 508           78             0         0           0        0   <NA>  <NA>
## 509          207             0         0           0        0   <NA>  <NA>
## 510          182             0         0           0        0   <NA>  <NA>
## 511          200             0         0         192        0   <NA>  <NA>
## 512           63             0         0           0        0   <NA>  <NA>
## 513           24             0         0           0        0   <NA>  <NA>
## 514          142             0         0           0        0   <NA>  <NA>
## 515           65             0         0         216      144     Ex  <NA>
## 516           28             0         0           0        0   <NA>  <NA>
## 517           60             0         0           0        0   <NA>  <NA>
## 518           58             0         0           0        0   <NA>  <NA>
## 519           48             0         0           0        0   <NA>  <NA>
## 520           33             0         0           0        0   <NA>  <NA>
## 521            0             0         0           0        0   <NA>  <NA>
## 522           35             0         0           0        0   <NA>  <NA>
## 523           35             0         0           0        0   <NA>  <NA>
## 524           27             0         0           0        0   <NA>  <NA>
## 525           20             0         0         144        0   <NA>  <NA>
## 526           20             0         0           0        0   <NA>  <NA>
## 527           24             0         0           0        0   <NA>  <NA>
## 528           75             0         0           0        0   <NA>  <NA>
## 529           48             0         0           0        0   <NA>  <NA>
## 530           48             0         0           0        0   <NA>  <NA>
## 531           26             0         0           0        0   <NA>  <NA>
## 532            0             0         0           0        0   <NA>  <NA>
## 533           35             0         0           0        0   <NA>  <NA>
## 534           44             0         0           0        0   <NA>  <NA>
## 535          103             0         0           0        0   <NA>  <NA>
## 536          131             0         0           0        0   <NA>  <NA>
## 537          153             0         0           0        0   <NA>  <NA>
## 538           33             0         0           0        0   <NA>  <NA>
## 539            0             0         0           0        0   <NA>  <NA>
## 540           87             0         0           0        0   <NA>  <NA>
## 541           99             0         0           0        0   <NA>  <NA>
## 542           26             0         0           0        0   <NA>  <NA>
## 543           60             0         0           0        0   <NA>  <NA>
## 544          108             0         0           0        0   <NA>  <NA>
## 545           20             0         0           0        0   <NA>  <NA>
## 546          113             0         0           0        0   <NA>  <NA>
## 547          120             0         0           0        0   <NA>  <NA>
## 548          168             0         0           0        0   <NA>  <NA>
## 549           66             0         0           0        0   <NA>  <NA>
## 550           68             0         0           0        0   <NA>  <NA>
## 551           90             0         0           0        0   <NA>  <NA>
## 552           32             0         0           0        0   <NA>  <NA>
## 553           70             0         0           0        0   <NA>  <NA>
## 554           96             0         0           0        0   <NA>  <NA>
## 555           74             0         0           0        0   <NA>  <NA>
## 556           68             0         0           0        0   <NA>  <NA>
## 557           85             0         0           0        0   <NA>  <NA>
## 558           56             0         0           0        0   <NA> MnPrv
## 559            0             0         0           0        0   <NA>  <NA>
## 560            0             0         0           0        0   <NA>  <NA>
## 561            0             0         0           0        0   <NA>  <NA>
## 562          108           165         0           0        0   <NA>  <NA>
## 563            0            92         0           0        0   <NA> GdPrv
## 564          251             0         0         196        0   <NA>  <NA>
## 565           49             0         0           0        0   <NA>  <NA>
## 566          100             0         0           0        0   <NA>  <NA>
## 567          166             0         0           0        0   <NA>  <NA>
## 568          102             0         0           0        0   <NA>  <NA>
## 569           32             0         0           0        0   <NA>  <NA>
## 570           68             0         0           0        0   <NA>  <NA>
## 571           45             0         0           0        0   <NA>  <NA>
## 572           58             0         0           0        0   <NA>  <NA>
## 573          113             0         0           0        0   <NA>  <NA>
## 574            0             0         0           0        0   <NA>  <NA>
## 575            0             0         0           0        0   <NA>  <NA>
## 576            0             0         0           0        0   <NA>  <NA>
## 577            0             0         0           0        0   <NA>  <NA>
## 578           90             0         0          94        0   <NA>  <NA>
## 579           24             0         0           0        0   <NA>  <NA>
## 580           70            16         0           0        0   <NA>  <NA>
## 581           90             0         0           0        0   <NA>  GdWo
## 582          112             0         0           0        0   <NA>  <NA>
## 583            0             0         0         216        0   <NA>  <NA>
## 584            0             0         0         192        0   <NA>  GdWo
## 585           62           192         0           0        0   <NA>  <NA>
## 586            0             0         0           0        0   <NA>  <NA>
## 587           40             0         0           0        0   <NA>  <NA>
## 588            0             0         0           0        0   <NA>  <NA>
## 589            0             0         0           0        0   <NA>  <NA>
## 590            0             0         0           0        0   <NA>  <NA>
## 591            0            40         0         200        0   <NA>  GdWo
## 592            0             0         0         164        0   <NA>  <NA>
## 593            0             0         0           0        0   <NA> MnPrv
## 594            0             0         0           0        0   <NA>  <NA>
## 595           22             0         0           0        0   <NA> MnPrv
## 596          192             0         0           0        0   <NA>  <NA>
## 597           24             0         0           0        0   <NA> MnPrv
## 598          230             0         0           0        0   <NA> MnPrv
## 599           88             0         0          95        0   <NA>  <NA>
## 600            0             0         0         256        0   <NA>  <NA>
## 601            0             0         0           0        0   <NA>  <NA>
## 602            0             0         0           0        0   <NA>  <NA>
## 603            0             0         0           0        0   <NA> MnPrv
## 604            0             0         0           0        0   <NA>  <NA>
## 605           32             0         0           0        0   <NA>  GdWo
## 606           40             0         0           0        0   <NA>  <NA>
## 607           72             0         0           0        0   <NA>  <NA>
## 608            0             0         0           0        0   <NA>  <NA>
## 609            0            66         0           0        0   <NA> GdPrv
## 610            0            96         0           0        0   <NA>  <NA>
## 611          108             0         0           0        0   <NA>  <NA>
## 612            0           100         0           0        0   <NA>  GdWo
## 613           48             0         0           0        0   <NA>  GdWo
## 614          304           144         0           0        0   <NA> MnPrv
## 615           82             0         0           0        0   <NA>  <NA>
## 616            0             0         0           0        0   <NA>  <NA>
## 617          240             0         0           0        0   <NA>  <NA>
## 618            0             0         0           0        0   <NA>  <NA>
## 619            0             0         0           0        0   <NA>  GdWo
## 620            0             0         0           0        0   <NA>  GdWo
## 621            0             0         0           0        0   <NA>  MnWw
## 622            0             0         0           0        0   <NA>  <NA>
## 623            0             0         0           0        0   <NA>  <NA>
## 624            0             0         0           0        0   <NA>  <NA>
## 625            0             0         0           0        0   <NA>  <NA>
## 626          175             0         0           0        0   <NA>  <NA>
## 627            0             0         0           0        0   <NA>  <NA>
## 628           50             0         0           0        0   <NA>  <NA>
## 629            0             0         0           0        0   <NA> MnPrv
## 630            0           248         0           0        0   <NA>  <NA>
## 631          172           109         0           0        0   <NA>  <NA>
## 632            0             0         0           0        0   <NA>  <NA>
## 633            0           236         0           0        0   <NA>  <NA>
## 634           28             0         0           0        0   <NA>  <NA>
## 635            0           126         0           0        0   <NA>  <NA>
## 636            0            96         0           0        0   <NA>  <NA>
## 637          165            30         0           0        0   <NA>  <NA>
## 638           20             0         0           0        0   <NA>  <NA>
## 639            0           120         0           0        0   <NA>  <NA>
## 640            0             0         0           0        0   <NA> MnPrv
## 641            0            60         0           0        0   <NA>  <NA>
## 642          192             0         0           0        0   <NA> MnPrv
## 643            0           139         0           0        0   <NA>  <NA>
## 644            0           219         0           0        0   <NA>  <NA>
## 645           77             0         0           0        0   <NA>  <NA>
## 646           24           144         0           0        0   <NA>  <NA>
## 647          299             0         0           0        0   <NA>  <NA>
## 648            0             0         0           0        0   <NA>  <NA>
## 649            0             0         0           0        0   <NA>  <NA>
## 650            0             0         0           0        0   <NA> GdPrv
## 651            0             0         0           0        0   <NA>  <NA>
## 652           30             0         0           0        0   <NA>  <NA>
## 653            0             0         0           0        0   <NA>  <NA>
## 654          112             0         0           0        0   <NA> MnPrv
## 655           11             0         0           0        0   <NA> GdPrv
## 656            0            48         0           0        0   <NA>  <NA>
## 657            0             0         0           0        0   <NA> GdPrv
## 658            0             0         0           0        0   <NA>  <NA>
## 659            0           101         0           0        0   <NA>  <NA>
## 660            0           180         0           0        0   <NA> MnPrv
## 661            0             0         0           0        0   <NA> MnPrv
## 662          365            80         0           0        0   <NA>  <NA>
## 663           48             0         0           0        0   <NA>  <NA>
## 664           20             0         0           0        0   <NA> MnPrv
## 665          139            55         0           0        0   <NA>  <NA>
## 666          195             0         0           0        0   <NA>  <NA>
## 667            0           180         0           0        0   <NA> MnPrv
## 668          182             0         0           0        0   <NA>  <NA>
## 669            0            84         0           0        0   <NA>  <NA>
## 670          216            80         0           0        0   <NA>  <NA>
## 671           34             0         0           0        0   <NA>  <NA>
## 672            0           117         0           0        0   <NA>  <NA>
## 673          132             0         0           0        0   <NA>  <NA>
## 674            0             0         0           0        0   <NA> MnPrv
## 675            0             0         0           0        0   <NA>  <NA>
## 676            0           204         0           0        0   <NA>  <NA>
## 677           60           122         0           0        0   <NA>  <NA>
## 678            0             0         0          64        0   <NA> MnPrv
## 679            0             0         0           0        0   <NA>  <NA>
## 680            0             0         0           0        0   <NA> MnPrv
## 681            0             0         0           0        0   <NA>  GdWo
## 682           90             0         0           0        0   <NA> MnPrv
## 683            0             0         0           0        0   <NA>  <NA>
## 684            0           190         0           0        0   <NA>  <NA>
## 685            0             0         0           0        0   <NA>  <NA>
## 686           89           231         0           0        0   <NA>  <NA>
## 687           84             0         0           0        0   <NA>  <NA>
## 688            0             0         0           0        0   <NA> MnPrv
## 689            0             0         0           0        0   <NA> MnPrv
## 690            0             0         0           0        0   <NA>  <NA>
## 691            0             0         0           0        0   <NA>  <NA>
## 692           39             0         0           0        0   <NA>  <NA>
## 693            0             0         0         576        0   <NA> MnPrv
## 694            0             0         0           0        0   <NA>  <NA>
## 695          236             0         0           0        0   <NA>  GdWo
## 696           32             0         0         216        0   <NA> GdPrv
## 697           40             0         0           0        0   <NA>  <NA>
## 698           98             0         0           0        0   <NA>  <NA>
## 699           33             0         0           0        0   <NA>  <NA>
## 700           24             0         0           0        0   <NA>  <NA>
## 701           30             0         0           0        0   <NA>  <NA>
## 702            0            70         0         255        0   <NA>  <NA>
## 703           36             0         0           0        0   <NA>  <NA>
## 704           42             0         0           0        0   <NA>  <NA>
## 705            0             0         0           0        0   <NA>  <NA>
## 706            0             0         0           0        0   <NA>  <NA>
## 707          110             0         0           0        0   <NA>  <NA>
## 708           96             0         0           0        0   <NA>  <NA>
## 709           70             0         0           0        0   <NA>  <NA>
## 710           36             0         0           0        0   <NA>  <NA>
## 711            0           280         0           0        0   <NA>  <NA>
## 712            0             0         0           0        0   <NA> MnPrv
## 713            0           239         0         227        0   <NA>  <NA>
## 714           84             0         0           0        0   <NA>  <NA>
## 715          116             0         0           0        0   <NA>  <NA>
## 716           35             0         0           0        0   <NA>  <NA>
## 717           57             0         0           0        0   <NA>  <NA>
## 718           29             0         0           0        0   <NA>  <NA>
## 719            0             0         0           0        0   <NA>  <NA>
## 720           67             0         0           0        0   <NA>  <NA>
## 721           35             0         0           0        0   <NA>  <NA>
## 722           24             0         0           0        0   <NA>  <NA>
## 723           50             0         0           0        0   <NA>  <NA>
## 724            0             0         0         161        0   <NA> MnPrv
## 725            0             0         0           0        0   <NA>  <NA>
## 726            0           138         0           0        0   <NA>  <NA>
## 727            0             0         0           0        0   <NA>  <NA>
## 728            0             0         0           0        0   <NA> MnPrv
## 729          372             0         0           0        0   <NA>  <NA>
## 730            0             0         0           0        0   <NA>  <NA>
## 731            0             0         0           0        0   <NA>  <NA>
## 732            0             0         0           0        0   <NA>  <NA>
## 733            0             0         0           0        0   <NA>  <NA>
## 734            0             0         0           0        0   <NA>  <NA>
## 735            0             0         0           0        0   <NA> MnPrv
## 736            0             0         0           0        0   <NA>  <NA>
## 737            0           183         0           0        0   <NA>  <NA>
## 738            0            90         0           0        0   <NA>  <NA>
## 739            0           121         0           0        0   <NA>  <NA>
## 740            0             0         0         192        0   <NA> MnPrv
## 741            0             0         0           0        0   <NA>  <NA>
## 742           16            41         0           0        0   <NA> GdPrv
## 743          217             0         0           0        0   <NA>  <NA>
## 744           40             0         0           0        0   <NA>  <NA>
## 745            0             0         0         100        0   <NA>  <NA>
## 746          105             0         0         221        0   <NA> MnPrv
## 747            0           207         0           0        0   <NA>  <NA>
## 748           96             0         0           0        0   <NA>  <NA>
## 749           51           224         0           0        0   <NA> MnPrv
## 750            0             0         0           0        0   <NA> GdPrv
## 751            0           116         0           0        0   <NA> MnPrv
## 752            0             0         0           0        0   <NA>  <NA>
## 753            0            96         0           0        0   <NA>  <NA>
## 754          180             0         0         100        0   <NA> MnPrv
## 755           90             0         0           0        0   <NA>  <NA>
## 756            0             0         0           0        0   <NA>  <NA>
## 757            0             0         0           0        0   <NA>  <NA>
## 758          123             0         0           0        0   <NA>  <NA>
## 759            0             0         0           0        0   <NA>  <NA>
## 760           30           160         0           0        0   <NA>  <NA>
## 761           53             0       153           0        0   <NA>  <NA>
## 762           53             0         0         155        0   <NA>  <NA>
## 763           46           192         0           0        0   <NA>  <NA>
## 764           32             0         0           0        0   <NA>  <NA>
## 765            0             0         0           0        0   <NA>  <NA>
## 766          120             0         0           0        0   <NA>  <NA>
## 767            0             0         0           0        0   <NA>  <NA>
## 768           26             0         0           0        0   <NA>  <NA>
## 769          192             0         0           0        0   <NA>  <NA>
## 770            0             0         0           0        0   <NA>  <NA>
## 771           64             0         0           0        0   <NA>  <NA>
## 772            0           192         0           0        0   <NA>  <NA>
## 773            0             0         0           0        0   <NA>  <NA>
## 774           95             0         0           0        0   <NA>  <NA>
## 775           52             0         0           0        0   <NA>  <NA>
## 776          276             0         0           0        0   <NA>  <NA>
## 777          265             0         0           0        0   <NA>  <NA>
## 778            0             0         0           0        0   <NA>  <NA>
## 779           52             0         0           0        0   <NA>  <NA>
## 780          122             0         0           0        0   <NA>  <NA>
## 781          119             0         0         171        0   <NA>  <NA>
## 782          100             0         0           0        0   <NA>  <NA>
## 783           26             0         0           0        0   <NA>  <NA>
## 784          101             0         0           0        0   <NA>  <NA>
## 785          101             0       120           0        0   <NA>  GdWo
## 786            0             0         0           0        0   <NA>  GdWo
## 787            0             0         0           0        0   <NA>  <NA>
## 788            0             0         0           0        0   <NA>  GdWo
## 789            0             0         0           0        0   <NA>  <NA>
## 790            0             0         0           0        0   <NA>  <NA>
## 791            0             0         0           0        0   <NA>  <NA>
## 792           44             0         0           0        0   <NA>  <NA>
## 793            0             0         0           0        0   <NA>  <NA>
## 794           64             0         0           0        0   <NA> MnPrv
## 795           48             0         0           0        0   <NA>  <NA>
## 796           44             0         0           0        0   <NA>  <NA>
## 797           30             0         0           0        0   <NA>  <NA>
## 798           21             0         0           0        0   <NA>  <NA>
## 799           84             0         0           0        0   <NA>  <NA>
## 800          108           246         0           0        0   <NA> MnPrv
## 801          108             0         0         135        0   <NA>  <NA>
## 802           64           140         0           0        0   <NA>  <NA>
## 803           32             0         0           0        0   <NA>  <NA>
## 804          135             0         0         322        0   <NA>  <NA>
## 805            0             0         0           0        0   <NA>  <NA>
## 806          164             0         0           0        0   <NA>  <NA>
## 807           80             0         0           0        0   <NA>  <NA>
## 808           52             0         0         174        0   <NA>  <NA>
## 809            0           192         0           0        0   <NA>  <NA>
## 810           72             0         0           0        0   <NA>  <NA>
## 811            0             0         0           0        0   <NA>  <NA>
## 812           72             0         0           0        0   <NA>  <NA>
## 813          103             0         0           0        0   <NA> MnPrv
## 814          141             0         0           0        0   <NA>  <NA>
## 815            0           249         0           0        0   <NA>  <NA>
## 816           36             0         0           0        0   <NA>  <NA>
## 817           96             0         0           0        0   <NA>  <NA>
## 818            0             0         0           0        0   <NA>  GdWo
## 819            0             0         0           0        0   <NA>  <NA>
## 820            0             0         0           0        0   <NA>  GdWo
## 821           68             0         0           0        0   <NA>  <NA>
## 822           68             0         0           0        0   <NA>  <NA>
## 823            0             0         0           0        0   <NA>  <NA>
## 824           28             0         0           0        0   <NA>  <NA>
## 825           32             0         0           0        0   <NA>  <NA>
## 826            0             0         0           0        0   <NA>  <NA>
## 827           36             0         0           0        0   <NA>  <NA>
## 828          112             0         0           0        0   <NA>  <NA>
## 829          142             0         0           0        0   <NA>  <NA>
## 830           58             0         0           0        0   <NA>  <NA>
## 831           39             0         0           0        0   <NA>  <NA>
## 832           65             0         0         175        0   <NA>  <NA>
## 833           28             0         0           0        0   <NA>  <NA>
## 834           55             0         0           0        0   <NA>  <NA>
## 835           30             0         0           0        0   <NA>  <NA>
## 836          368             0         0           0        0   <NA>  <NA>
## 837          104             0         0           0        0   <NA>  <NA>
## 838          105             0         0           0        0   <NA>  <NA>
## 839           50             0         0           0        0   <NA>  <NA>
## 840          228             0         0           0        0   <NA>  <NA>
## 841          104             0         0           0        0   <NA>  <NA>
## 842           38             0         0           0        0   <NA>  <NA>
## 843           27             0         0           0        0   <NA>  <NA>
## 844           40             0         0           0        0   <NA>  <NA>
## 845           50             0         0           0        0   <NA>  <NA>
## 846           50             0         0           0        0   <NA>  <NA>
## 847           28             0         0           0        0   <NA>  <NA>
## 848           73             0         0           0        0   <NA>  <NA>
## 849           39             0         0           0        0   <NA>  <NA>
## 850           38             0         0           0        0   <NA>  <NA>
## 851           36             0         0           0        0   <NA>  <NA>
## 852            0             0         0           0        0   <NA>  <NA>
## 853           38             0         0           0        0   <NA>  <NA>
## 854           33             0         0           0        0   <NA>  <NA>
## 855           30             0         0           0        0   <NA>  <NA>
## 856           34             0         0           0        0   <NA>  <NA>
## 857           23             0         0           0        0   <NA>  <NA>
## 858           32             0         0           0        0   <NA>  <NA>
## 859           24             0         0           0        0   <NA>  <NA>
## 860            0             0         0           0        0   <NA>  <NA>
## 861           20             0         0           0        0   <NA>  <NA>
## 862           16             0         0           0        0   <NA>  <NA>
## 863           24             0         0           0        0   <NA>  <NA>
## 864            0             0         0           0        0   <NA>  <NA>
## 865           18             0         0           0        0   <NA>  <NA>
## 866            0             0         0           0        0   <NA>  <NA>
## 867           48             0         0           0        0   <NA>  <NA>
## 868           48             0         0           0        0   <NA>  <NA>
## 869           50             0         0           0        0   <NA>  <NA>
## 870           42             0         0           0        0   <NA>  <NA>
## 871           61             0         0           0        0   <NA>  <NA>
## 872           87             0         0           0        0   <NA>  <NA>
## 873           60             0         0           0        0   <NA>  <NA>
## 874           38             0         0           0        0   <NA>  <NA>
## 875           65             0         0         144        0   <NA>  <NA>
## 876           92             0         0           0        0   <NA>  <NA>
## 877          203             0         0           0        0   <NA>  <NA>
## 878          110             0         0           0        0   <NA>  <NA>
## 879           46             0         0           0        0   <NA>  <NA>
## 880           52             0         0           0        0   <NA>  <NA>
## 881          228             0         0           0        0   <NA>  <NA>
## 882           40             0         0           0        0   <NA>  <NA>
## 883           35             0         0           0        0   <NA>  <NA>
## 884           53             0         0           0        0   <NA>  <NA>
## 885           40             0         0           0        0   <NA>  <NA>
## 886          141             0         0           0        0   <NA>  <NA>
## 887          210             0         0           0        0   <NA>  <NA>
## 888           96             0         0           0        0   <NA>  <NA>
## 889            0             0         0           0        0   <NA>  <NA>
## 890          127             0         0           0        0   <NA>  <NA>
## 891          256             0         0           0        0   <NA>  <NA>
## 892           63             0         0           0        0   <NA>  <NA>
## 893          127             0         0           0        0   <NA>  <NA>
## 894          136             0         0           0        0   <NA>  <NA>
## 895           55             0         0           0        0   <NA>  <NA>
## 896            0             0         0           0        0   <NA>  <NA>
## 897           32             0         0           0        0   <NA>  <NA>
## 898           85             0         0           0        0   <NA> GdPrv
## 899            0             0         0           0        0   <NA> MnPrv
## 900            0             0         0           0        0   <NA>  <NA>
## 901            0             0         0           0        0   <NA>  <NA>
## 902           99             0         0         182        0   <NA>  <NA>
## 903           47             0         0           0        0   <NA>  <NA>
## 904            0             0         0           0        0   <NA>  <NA>
## 905           56             0         0           0        0   <NA>  <NA>
## 906           60             0         0           0        0   <NA>  <NA>
## 907          120             0         0           0        0   <NA>  <NA>
## 908          241             0         0           0        0   <NA>  <NA>
## 909          102             0         0           0        0   <NA>  <NA>
## 910            0             0         0           0        0   <NA>  <NA>
## 911           32             0         0           0        0   <NA>  <NA>
## 912          174             0         0           0        0   <NA>  <NA>
## 913           48             0         0         180        0   <NA>  <NA>
## 914            0            36         0         144        0   <NA>  <NA>
## 915           30             0         0         217        0   <NA>  <NA>
## 916           16             0         0           0        0   <NA>  <NA>
## 917            0             0         0           0        0   <NA>  <NA>
## 918          126             0         0           0        0   <NA>  <NA>
## 919          192             0         0           0        0   <NA>  <NA>
## 920            0             0         0           0        0   <NA>  <NA>
## 921          194             0         0         200        0   <NA>  <NA>
## 922            0             0         0         256        0   <NA>  <NA>
## 923           80             0         0           0        0   <NA>  <NA>
## 924           86             0         0           0        0   <NA>  <NA>
## 925            0             0         0           0        0   <NA> MnPrv
## 926          133             0         0           0        0   <NA>  <NA>
## 927           64             0         0           0        0   <NA>  <NA>
## 928            0             0         0           0        0   <NA>  <NA>
## 929           72             0         0           0        0   <NA>  GdWo
## 930            0             0         0           0        0   <NA>  <NA>
## 931            0             0         0           0        0   <NA> GdPrv
## 932            0             0         0           0        0   <NA>  <NA>
## 933            0             0         0           0        0   <NA> MnPrv
## 934            0             0         0           0        0   <NA> GdPrv
## 935            0             0         0         161        0   <NA> MnPrv
## 936           28            84         0           0        0   <NA> MnPrv
## 937            0             0         0         201        0   <NA>  <NA>
## 938           24             0         0         192        0   <NA> MnPrv
## 939           52             0         0           0        0   <NA> MnPrv
## 940           21             0         0           0        0   <NA> MnPrv
## 941            0             0         0           0        0   <NA>  <NA>
## 942            0             0         0         175        0   <NA> MnPrv
## 943            0             0         0           0        0   <NA>  <NA>
## 944           40             0         0           0        0   <NA>  <NA>
## 945            0             0         0         168        0   <NA>  <NA>
## 946            0             0       219           0        0   <NA>  <NA>
## 947            0             0         0           0        0   <NA>  <NA>
## 948            0             0         0         109        0   <NA>  <NA>
## 949            0             0         0           0        0   <NA>  <NA>
## 950            0             0         0           0        0   <NA>  <NA>
## 951           34             0         0           0        0   <NA>  GdWo
## 952           82             0         0           0        0   <NA>  <NA>
## 953            0             0         0           0        0   <NA>  <NA>
## 954            0             0         0           0        0   <NA>  <NA>
## 955            0             0         0           0        0   <NA>  <NA>
## 956           48             0         0           0        0   <NA>  <NA>
## 957            0             0         0           0        0   <NA> MnPrv
## 958            0             0         0           0        0   <NA>  <NA>
## 959            0             0         0           0        0   <NA>  <NA>
## 960            0             0         0           0        0   <NA>  GdWo
## 961            0             0         0           0      368   <NA> GdPrv
## 962          324             0         0           0        0   <NA> MnPrv
## 963            0             0         0           0        0   <NA>  <NA>
## 964            0             0         0           0        0   <NA>  GdWo
## 965          208           290         0         156        0   <NA>  <NA>
## 966            0             0         0           0        0   <NA>  <NA>
## 967          112             0         0           0        0   <NA>  <NA>
## 968           46             0         0         165        0   <NA> MnPrv
## 969            0             0         0           0        0   <NA>  <NA>
## 970            0             0         0           0        0   <NA>  <NA>
## 971          171             0         0           0        0   <NA>  <NA>
## 972            0             0         0           0        0   <NA>  <NA>
## 973            0             0         0         225        0   <NA>  <NA>
## 974            0             0         0           0        0   <NA>  <NA>
## 975            0             0         0           0        0   <NA> MnPrv
## 976            0             0         0           0        0   <NA>  <NA>
## 977            0             0         0           0        0   <NA>  <NA>
## 978           90           160         0           0        0   <NA>  <NA>
## 979            0           116         0           0        0   <NA>  <NA>
## 980            0           175         0           0        0   <NA>  <NA>
## 981          122            20         0           0        0   <NA> MnPrv
## 982            0            26         0           0        0   <NA>  <NA>
## 983            0             0         0           0        0   <NA>  <NA>
## 984           26            40         0           0        0   <NA> MnPrv
## 985            0            96         0           0        0   <NA>  <NA>
## 986            0           160         0           0        0   <NA> MnPrv
## 987            0             0         0           0        0   <NA> MnPrv
## 988            0             0         0           0        0   <NA>  <NA>
## 989            0           143         0           0        0   <NA>  <NA>
## 990          103             0         0           0        0   <NA>  <NA>
## 991           32             0         0           0        0   <NA> MnPrv
## 992          148           150         0           0        0   <NA> MnPrv
## 993            0             0         0           0        0   <NA>  <NA>
## 994           40             0         0           0        0   <NA>  <NA>
## 995           65             0         0         150        0   <NA>  <NA>
## 996           33             0         0           0        0   <NA>  <NA>
## 997            0           192         0           0        0   <NA>  <NA>
## 998            0             0         0           0        0   <NA>  GdWo
## 999            0           136         0           0        0   <NA> MnPrv
## 1000           0            84         0           0        0   <NA>  <NA>
## 1001           0             0         0           0        0   <NA> MnPrv
## 1002           0            96         0           0        0   <NA> GdPrv
## 1003           0             0         0           0        0   <NA>  <NA>
## 1004         152             0         0           0        0   <NA> MnPrv
## 1005          54           144         0           0        0   <NA>  <NA>
## 1006           0             0         0           0        0   <NA>  <NA>
## 1007           0            70         0           0        0   <NA> GdPrv
## 1008          25            77         0           0        0   <NA> MnPrv
## 1009           0            77         0           0        0   <NA> MnPrv
## 1010         110             0         0           0        0   <NA>  <NA>
## 1011           0             0         0         216        0   <NA>  <NA>
## 1012           0           170         0           0        0   <NA>  <NA>
## 1013           0             0         0           0        0   <NA>  <NA>
## 1014         211             0         0          84        0   <NA>  <NA>
## 1015           0             0         0           0        0   <NA>  <NA>
## 1016          88             0         0           0        0   <NA> MnPrv
## 1017         176             0         0           0        0   <NA> MnPrv
## 1018           0            88         0           0        0   <NA>  <NA>
## 1019           0             0         0           0        0   <NA> MnPrv
## 1020           0             0         0           0        0   <NA>  <NA>
## 1021          90             0         0           0        0   <NA> MnPrv
## 1022           0             0         0           0        0   <NA> GdPrv
## 1023           0             0         0           0        0   <NA>  <NA>
## 1024           0             0         0           0        0   <NA>  <NA>
## 1025           0             0         0           0        0   <NA> MnPrv
## 1026           0             0         0           0        0   <NA>  <NA>
## 1027         570             0         0           0        0   <NA>  <NA>
## 1028           0             0         0         126        0   <NA> MnPrv
## 1029           0           280         0           0        0   <NA>  <NA>
## 1030           0             0         0           0        0   <NA>  <NA>
## 1031           0           140         0           0        0   <NA>  <NA>
## 1032          77             0         0         168        0   <NA> GdPrv
## 1033          42             0         0           0        0   <NA>  <NA>
## 1034          64             0         0           0        0   <NA>  <NA>
## 1035           0             0         0           0        0   <NA>  <NA>
## 1036          63             0         0         144        0   <NA>  <NA>
## 1037           0             0         0           0        0   <NA>  <NA>
## 1038           0             0         0           0        0   <NA>  <NA>
## 1039           0            60         0           0        0   <NA>  <NA>
## 1040         105             0         0           0        0   <NA>  <NA>
## 1041           0             0         0           0        0   <NA>  <NA>
## 1042           0            68         0           0        0   <NA>  <NA>
## 1043           0             0         0           0        0   <NA> MnPrv
## 1044         195          1012         0           0      444   <NA>  <NA>
## 1045          93             0         0           0        0   <NA>  <NA>
## 1046          64             0         0           0        0   <NA>  <NA>
## 1047          32             0         0           0        0   <NA>  <NA>
## 1048          64             0         0           0        0   <NA>  <NA>
## 1049          42             0         0           0        0   <NA>  <NA>
## 1050          38             0         0           0        0   <NA>  <NA>
## 1051          96             0         0           0        0   <NA>  <NA>
## 1052         111             0         0           0        0   <NA>  <NA>
## 1053          48             0         0         144        0   <NA> GdPrv
## 1054           0             0         0           0        0   <NA>  <NA>
## 1055           0             0         0           0        0   <NA>  <NA>
## 1056          54             0         0           0        0   <NA>  <NA>
## 1057           0             0         0           0        0   <NA>  <NA>
## 1058           0             0         0           0        0   <NA> GdPrv
## 1059         123             0         0           0        0   <NA>  <NA>
## 1060          74             0         0           0        0   <NA>  <NA>
## 1061         103             0         0           0        0   <NA>  <NA>
## 1062          96             0         0           0        0   <NA>  <NA>
## 1063           0             0         0           0        0   <NA>  <NA>
## 1064           0             0         0           0        0   <NA>  <NA>
## 1065           0             0         0           0        0   <NA> MnPrv
## 1066           0             0         0           0        0   <NA> MnPrv
## 1067           0             0         0           0        0   <NA> MnPrv
## 1068          80             0         0           0        0   <NA>  <NA>
## 1069           0             0         0           0        0   <NA>  <NA>
## 1070           0             0         0           0        0   <NA>  <NA>
## 1071         113             0         0         116        0   <NA>  <NA>
## 1072         120             0         0           0        0   <NA>  <NA>
## 1073          63             0         0           0        0   <NA>  <NA>
## 1074          35             0         0           0        0   <NA>  <NA>
## 1075         121             0         0           0        0   <NA>  <NA>
## 1076          32             0         0           0        0   <NA>  <NA>
## 1077          84             0         0           0        0   <NA>  <NA>
## 1078          35             0         0           0        0   <NA>  <NA>
## 1079          41             0         0           0        0   <NA>  <NA>
## 1080          23             0         0           0        0   <NA>  <NA>
## 1081          30             0         0           0        0   <NA>  <NA>
## 1082          40             0         0           0        0   <NA>  <NA>
## 1083           0             0         0           0        0   <NA>  <NA>
## 1084           0             0         0           0        0   <NA>  <NA>
## 1085           0            43         0         100        0   <NA>  <NA>
## 1086           0             0         0           0        0   <NA> GdPrv
## 1087           0             0         0           0        0   <NA>  <NA>
## 1088           0             0         0           0        0   <NA>  <NA>
## 1089          85             0         0           0        0   <NA>  <NA>
## 1090         484             0         0           0        0   <NA>  <NA>
## 1091          44             0         0           0        0   <NA>  <NA>
## 1092           0            35         0           0        0   <NA>  <NA>
## 1093           0             0         0           0        0   <NA>  <NA>
## 1094           0             0         0           0        0   <NA>  GdWo
## 1095           0            84         0           0        0   <NA>  <NA>
## 1096           0           196         0           0        0   <NA> MnPrv
## 1097           0             0         0           0        0   <NA>  <NA>
## 1098         742           240         0           0        0   <NA>  <NA>
## 1099           0            64         0           0        0   <NA> MnPrv
## 1100           0           168         0           0        0   <NA>  <NA>
## 1101           0             0         0           0        0   <NA> MnPrv
## 1102           0             0         0           0        0   <NA>  <NA>
## 1103           0           116         0           0        0   <NA> MnPrv
## 1104           0            60         0         153        0   <NA> GdPrv
## 1105          24           120         0         228        0   <NA>  <NA>
## 1106          40             0         0           0        0   <NA>  <NA>
## 1107           0             0         0         144        0   <NA> MnPrv
## 1108          75           584         0           0        0   <NA>  <NA>
## 1109           0           216         0           0        0   <NA>  <NA>
## 1110           0             0         0           0        0   <NA> MnPrv
## 1111           0             0         0           0        0   <NA>  <NA>
## 1112           0             0         0           0        0   <NA>  <NA>
## 1113         146             0         0           0        0   <NA>  GdWo
## 1114          64           169         0           0      228     Ex  <NA>
## 1115           0            30         0           0        0   <NA> MnPrv
## 1116           0             0       176           0        0   <NA>  <NA>
## 1117           0           212         0           0        0   <NA> MnPrv
## 1118           0            96         0           0        0   <NA>  <NA>
## 1119           0             0         0           0        0   <NA>  <NA>
## 1120           0           133         0           0        0   <NA>  <NA>
## 1121         444             0         0           0        0   <NA>  <NA>
## 1122           0            42        86           0        0   <NA>  <NA>
## 1123           0             0         0         153        0   <NA>  <NA>
## 1124           0           222         0           0        0   <NA> MnPrv
## 1125          49             0         0           0        0   <NA>  <NA>
## 1126         144             0         0         145        0   <NA>  <NA>
## 1127          22             0         0           0        0   <NA>  <NA>
## 1128          84             0         0           0        0   <NA>  <NA>
## 1129           0             0         0           0        0   <NA>  <NA>
## 1130           0             0         0           0        0   <NA>  <NA>
## 1131           0             0         0         138        0   <NA> GdPrv
## 1132          39             0         0           0        0   <NA>  <NA>
## 1133           0             0         0           0        0   <NA>  <NA>
## 1134           0             0         0           0        0   <NA>  <NA>
## 1135          28             0         0           0        0   <NA>  <NA>
## 1136          64             0         0           0        0   <NA>  <NA>
## 1137          35             0         0           0        0   <NA>  <NA>
## 1138          32             0         0           0        0   <NA>  <NA>
## 1139          36             0         0         108        0   <NA>  <NA>
## 1140         266             0         0           0      561   <NA> GdPrv
## 1141          40             0         0           0        0   <NA>  <NA>
## 1142           0             0         0           0        0   <NA>  <NA>
## 1143          97             0         0           0        0   <NA>  <NA>
## 1144          64             0         0           0        0   <NA>  <NA>
## 1145           0             0         0           0        0   <NA>  GdWo
## 1146          66             0         0           0        0   <NA> MnPrv
## 1147           0             0         0           0        0   <NA> MnPrv
## 1148          90             0         0           0        0   <NA> GdPrv
## 1149         136             0         0         240        0   <NA> GdPrv
## 1150           0             0         0           0        0   <NA>  GdWo
## 1151          38             0         0           0        0   <NA>  <NA>
## 1152          44             0         0          88        0   <NA> MnPrv
## 1153           0             0         0           0        0   <NA> MnPrv
## 1154           0             0         0           0        0   <NA>  <NA>
## 1155           0             0         0           0        0   <NA>  <NA>
## 1156           0             0         0         280        0   <NA>  <NA>
## 1157           0             0         0           0        0   <NA>  <NA>
## 1158         189             0         0           0        0   <NA>  <NA>
## 1159         146             0         0           0        0   <NA>  <NA>
## 1160          72             0         0           0        0   <NA>  <NA>
## 1161          84             0         0           0        0   <NA>  <NA>
## 1162         116             0         0           0        0   <NA>  <NA>
## 1163         119             0         0           0        0   <NA>  <NA>
## 1164          38             0         0         115        0   <NA>  <NA>
## 1165          12             0         0           0        0   <NA>  <NA>
## 1166          26             0         0         144        0   <NA> MnPrv
## 1167          70             0         0           0        0   <NA>  <NA>
## 1168          37             0         0           0        0   <NA>  <NA>
## 1169          34             0         0           0        0   <NA>  <NA>
## 1170          39             0         0           0        0   <NA>  <NA>
## 1171           0             0         0           0        0   <NA>  <NA>
## 1172         102             0         0           0        0   <NA>  <NA>
## 1173          55             0         0           0        0   <NA>  <NA>
## 1174         102             0         0         123        0   <NA>  <NA>
## 1175          22             0         0           0        0   <NA>  <NA>
## 1176         105             0         0           0        0   <NA> GdPrv
## 1177           0            40         0           0        0   <NA>  <NA>
## 1178         246             0         0           0        0   <NA>  <NA>
## 1179          28             0         0           0        0   <NA>  <NA>
## 1180          84             0         0           0        0   <NA>  GdWo
## 1181           0             0         0           0        0   <NA>  <NA>
## 1182          68             0         0           0        0   <NA>  <NA>
## 1183           0             0         0           0        0   <NA>  <NA>
## 1184          36             0         0           0        0   <NA>  <NA>
## 1185           0             0         0           0        0   <NA>  <NA>
## 1186           0             0         0           0        0   <NA>  <NA>
## 1187           0             0         0           0        0   <NA> GdPrv
## 1188          55             0         0         225        0   <NA>  <NA>
## 1189           0           240         0           0        0   <NA>  <NA>
## 1190          29             0         0           0        0   <NA>  <NA>
## 1191          28             0         0           0        0   <NA>  <NA>
## 1192           0             0         0           0        0   <NA>  <NA>
## 1193           0             0         0           0        0   <NA>  <NA>
## 1194          43             0         0           0        0   <NA>  <NA>
## 1195          56             0         0         156        0   <NA>  <NA>
## 1196          95             0         0           0        0   <NA>  <NA>
## 1197          84             0         0           0        0   <NA>  <NA>
## 1198         142             0         0           0        0   <NA>  <NA>
## 1199          64             0         0           0        0   <NA>  <NA>
## 1200          34             0         0           0        0   <NA>  <NA>
## 1201          49             0         0           0        0   <NA>  <NA>
## 1202          68             0         0           0        0   <NA>  <NA>
## 1203         127             0         0           0        0   <NA>  <NA>
## 1204          56             0         0           0        0   <NA>  <NA>
##      MiscFeature MiscVal MoSold YrSold SaleType SaleCondition vnSaleType
## 1           <NA>       0      6   2010       WD        Normal          3
## 2           Gar2   12500      6   2010       WD        Normal          3
## 3           <NA>       0      3   2010       WD        Normal          3
## 4           <NA>       0      6   2010       WD        Normal          3
## 5           <NA>       0      1   2010       WD        Normal          3
## 6           <NA>       0      4   2010       WD        Normal          3
## 7           Shed     500      3   2010       WD        Normal          3
## 8           <NA>       0      5   2010       WD        Normal          3
## 9           <NA>       0      2   2010       WD        Normal          3
## 10          <NA>       0      4   2010       WD        Normal          3
## 11          <NA>       0      6   2010       WD        Normal          3
## 12          <NA>       0      2   2010      COD        Normal          2
## 13          <NA>       0      3   2010       WD        Normal          3
## 14          <NA>       0      6   2010       WD        Normal          3
## 15          <NA>       0      6   2010       WD        Normal          3
## 16          <NA>       0      1   2010      New       Partial          5
## 17          <NA>       0      6   2010      New       Partial          5
## 18          <NA>       0      6   2010       WD        Normal          3
## 19          <NA>       0      2   2010       WD        Normal          3
## 20          <NA>       0      6   2010       WD        Normal          3
## 21          <NA>       0      6   2010       WD        Normal          3
## 22          <NA>       0      4   2010       WD        Normal          3
## 23          <NA>       0      1   2010       WD        Normal          3
## 24          <NA>       0      1   2010       WD        Normal          3
## 25          <NA>       0      6   2010       WD        Normal          3
## 26          <NA>       0      4   2010       WD        Normal          3
## 27          <NA>       0      1   2010       WD        Normal          3
## 28          <NA>       0      5   2010       WD        Normal          3
## 29          <NA>       0      4   2010      New       Partial          5
## 30          <NA>       0      5   2010       WD        Normal          3
## 31          <NA>       0      4   2010       WD        Normal          3
## 32          <NA>       0      4   2010       WD        Normal          3
## 33          <NA>       0      4   2010       WD       Abnorml          3
## 34          <NA>       0      6   2010       WD        Normal          3
## 35          <NA>       0      6   2010       WD        Normal          3
## 36          <NA>       0      3   2010       WD        Normal          3
## 37          <NA>       0      1   2010       WD        Normal          3
## 38          <NA>       0      4   2010    ConLD        Normal          2
## 39          <NA>       0      2   2010       WD        Normal          3
## 40          <NA>       0      5   2010       WD        Normal          3
## 41          <NA>       0      5   2010       WD        Normal          3
## 42          <NA>       0      6   2010       WD        Normal          3
## 43          <NA>       0      4   2010      New       Partial          5
## 44          <NA>       0      4   2010       WD        Normal          3
## 45          <NA>       0      4   2010       WD        Normal          3
## 46          <NA>       0      5   2010       WD        Normal          3
## 47          <NA>       0      3   2010       WD        Normal          3
## 48          <NA>       0      4   2010       WD        Normal          3
## 49          <NA>       0      6   2010       WD        Normal          3
## 50          <NA>       0      4   2010       WD        Normal          3
## 51          <NA>       0      4   2010    ConLD        Normal          2
## 52          <NA>       0      4   2010       WD        Normal          3
## 53          <NA>       0      5   2010      COD        Family          2
## 54          <NA>       0      1   2010      Oth       Abnorml          1
## 55          <NA>       0      3   2010       WD        Normal          3
## 56          <NA>       0      1   2010       WD        Normal          3
## 57          Shed    1500      1   2010       WD        Normal          3
## 58          <NA>       0      3   2010       WD        Normal          3
## 59          Shed     300      2   2010       WD        Normal          3
## 60          <NA>       0      5   2010       WD        Normal          3
## 61          <NA>       0      5   2010       WD        Normal          3
## 62          <NA>       0      6   2010       WD        Normal          3
## 63          <NA>       0      2   2010       WD        Normal          3
## 64          <NA>       0      5   2010       WD        Normal          3
## 65          <NA>       0      6   2010       WD        Normal          3
## 66          <NA>       0      4   2010       WD       Abnorml          3
## 67          <NA>       0      4   2010       WD        Normal          3
## 68          <NA>       0      5   2010       WD        Normal          3
## 69          <NA>       0      6   2010       WD        Normal          3
## 70          <NA>       0      5   2010       WD        Normal          3
## 71          <NA>       0      1   2010      COD       Abnorml          2
## 72          <NA>       0      5   2010       WD        Normal          3
## 73          <NA>       0      6   2010       WD        Normal          3
## 74          <NA>       0      1   2010       WD        Normal          3
## 75          <NA>       0      6   2010       WD        Normal          3
## 76          <NA>       0      3   2010       WD        Normal          3
## 77          <NA>       0      6   2010       WD       Abnorml          3
## 78          <NA>       0      4   2010       WD       Abnorml          3
## 79          <NA>       0      4   2010       WD        Normal          3
## 80          <NA>       0      6   2010       WD       Abnorml          3
## 81          <NA>       0      6   2010       WD        Normal          3
## 82          <NA>       0      3   2010       WD        Normal          3
## 83          <NA>       0      5   2010       WD        Normal          3
## 84          <NA>       0      4   2010       WD        Normal          3
## 85          <NA>       0      4   2010       WD       Abnorml          3
## 86          <NA>       0      3   2010       WD        Normal          3
## 87          <NA>       0      3   2010       WD        Normal          3
## 88          <NA>       0      3   2010       WD        Normal          3
## 89          <NA>       0      5   2010       WD        Normal          3
## 90          <NA>       0      3   2010       WD        Normal          3
## 91          <NA>       0      3   2010       WD        Normal          3
## 92          <NA>       0      6   2010       WD        Normal          3
## 93          <NA>       0      5   2010       WD        Normal          3
## 94          <NA>       0      2   2010       WD        Normal          3
## 95          <NA>       0      5   2010       WD        Normal          3
## 96          <NA>       0      1   2010      COD        Normal          2
## 97          <NA>       0      2   2010    ConLD        Normal          2
## 98          <NA>       0      3   2010       WD        Normal          3
## 99          <NA>       0      3   2010       WD       Abnorml          3
## 100         <NA>       0      6   2010      COD        Normal          2
## 101         <NA>       0      5   2010       WD        Normal          3
## 102         <NA>       0      6   2010       WD        Normal          3
## 103         <NA>       0      5   2010       WD        Normal          3
## 104         <NA>       0      5   2010       WD        Normal          3
## 105         <NA>       0      3   2010       WD        Normal          3
## 106         <NA>       0      4   2010       WD        Normal          3
## 107         <NA>       0      6   2010       WD        Normal          3
## 108         <NA>       0      5   2010       WD        Normal          3
## 109         Shed     450      6   2010       WD        Normal          3
## 110         <NA>       0      6   2010       WD        Normal          3
## 111         <NA>       0      6   2010       WD        Normal          3
## 112         <NA>       0      6   2010       WD        Normal          3
## 113         <NA>       0      1   2010      Con       Partial          5
## 114         <NA>       0      6   2010      COD        Normal          2
## 115         <NA>       0      6   2010       WD        Normal          3
## 116         <NA>       0      5   2010       WD        Normal          3
## 117         <NA>       0      3   2010       WD        Normal          3
## 118         <NA>       0      3   2010       WD        Normal          3
## 119         <NA>       0      7   2010       WD        Normal          3
## 120         <NA>       0      4   2010       WD        Normal          3
## 121         <NA>       0      6   2010       WD        Normal          3
## 122         <NA>       0      6   2010       WD        Normal          3
## 123         <NA>       0      5   2010       WD        Normal          3
## 124         <NA>       0      4   2010       WD        Normal          3
## 125         <NA>       0      4   2010       WD        Normal          3
## 126         <NA>       0      4   2010    ConLD        Normal          2
## 127         <NA>       0      1   2010      Oth       Abnorml          1
## 128         <NA>       0      6   2010       WD        Normal          3
## 129         <NA>       0      6   2010       WD       Abnorml          3
## 130         <NA>       0      6   2010       WD        Normal          3
## 131         <NA>       0      5   2010       WD        Normal          3
## 132         <NA>       0      5   2010       WD        Normal          3
## 133         <NA>       0      3   2010       WD        Normal          3
## 134         Shed     500      2   2010       WD        Normal          3
## 135         <NA>       0      5   2010       WD        Normal          3
## 136         <NA>       0      7   2010       WD        Normal          3
## 137         <NA>       0      3   2010       WD        Normal          3
## 138         <NA>       0      6   2010       WD        Normal          3
## 139         <NA>       0      4   2010       WD        Normal          3
## 140         <NA>       0      3   2010       WD        Normal          3
## 141         <NA>       0      4   2010    ConLw        Normal          2
## 142         <NA>       0      4   2010      COD        Normal          2
## 143         <NA>       0      6   2010       WD        Alloca          3
## 144         <NA>       0      5   2010       WD        Normal          3
## 145         <NA>       0      5   2010       WD        Normal          3
## 146         Shed      80      5   2010       WD        Normal          3
## 147         <NA>       0      3   2010    ConLD        Normal          2
## 148         <NA>       0      5   2010       WD        Normal          3
## 149         <NA>       0      1   2010      New       Partial          5
## 150         <NA>       0      4   2010       WD        Normal          3
## 151         <NA>       0      6   2010       WD        Normal          3
## 152         <NA>       0      3   2010       WD        Normal          3
## 153         <NA>       0      6   2010       WD        Normal          3
## 154         <NA>       0      5   2010       WD        Normal          3
## 155         <NA>       0      3   2010       WD        Normal          3
## 156         <NA>       0      6   2010       WD        Normal          3
## 157         <NA>       0      6   2010       WD        Normal          3
## 158         <NA>       0      6   2010    ConLD        Normal          2
## 159         <NA>       0      4   2010       WD        Normal          3
## 160         Shed     600      2   2010       WD        Normal          3
## 161         <NA>       0      3   2010       WD        Normal          3
## 162         <NA>       0      4   2010       WD        Normal          3
## 163         <NA>       0      2   2010       WD        Normal          3
## 164         <NA>       0      3   2010       WD        Normal          3
## 165         <NA>       0     10   2009       WD        Normal          3
## 166         <NA>       0      6   2009       WD        Normal          3
## 167         <NA>       0      7   2009       WD        Normal          3
## 168         <NA>       0      8   2009       WD        Normal          3
## 169         Shed     490      6   2009       WD        Normal          3
## 170         <NA>       0     11   2009       WD        Normal          3
## 171         <NA>       0      7   2009       WD        Normal          3
## 172         <NA>       0      9   2009       WD        Normal          3
## 173         <NA>       0      2   2009       WD        Normal          3
## 174         <NA>       0     10   2009       WD        Normal          3
## 175         <NA>       0      7   2009       WD        Normal          3
## 176         <NA>       0     11   2009       WD        Normal          3
## 177         <NA>       0      7   2009       WD        Normal          3
## 178         <NA>       0      5   2009       WD       Abnorml          3
## 179         <NA>       0      8   2009       WD        Normal          3
## 180         <NA>       0      8   2009       WD        Normal          3
## 181         <NA>       0      5   2009       WD        Normal          3
## 182         <NA>       0      6   2009       WD        Normal          3
## 183         <NA>       0      3   2009       WD        Normal          3
## 184         <NA>       0     10   2009       WD        Normal          3
## 185         <NA>       0      6   2009       WD        Normal          3
## 186         <NA>       0      4   2009       WD        Normal          3
## 187         <NA>       0      8   2009       WD        Normal          3
## 188         <NA>       0      3   2009      COD        Normal          2
## 189         <NA>       0      7   2009       WD        Normal          3
## 190         <NA>       0      9   2009       WD       Abnorml          3
## 191         <NA>       0      7   2009       WD        Normal          3
## 192         <NA>       0      7   2009       WD        Normal          3
## 193         <NA>       0      7   2009       WD        Normal          3
## 194         <NA>       0      9   2009       WD        Normal          3
## 195         <NA>       0      8   2009       WD        Normal          3
## 196         <NA>       0      5   2009       WD        Normal          3
## 197         <NA>       0      7   2009       WD        Normal          3
## 198         <NA>       0      4   2009       WD        Normal          3
## 199         <NA>       0     10   2009       WD        Normal          3
## 200         Shed    1200      7   2009       WD        Normal          3
## 201         <NA>       0      6   2009       WD        Normal          3
## 202         <NA>       0      7   2009      New       Partial          5
## 203         <NA>       0      5   2009       WD        Normal          3
## 204         <NA>       0      3   2009       WD        Normal          3
## 205         <NA>       0      7   2009       WD        Normal          3
## 206         <NA>       0      4   2009       WD        Normal          3
## 207         <NA>       0      6   2009       WD        Family          3
## 208         <NA>       0      6   2009    ConLI        Normal          4
## 209         <NA>       0      2   2009       WD        Normal          3
## 210         <NA>       0      3   2009       WD        Normal          3
## 211         <NA>       0      6   2009       WD        Normal          3
## 212         <NA>       0      7   2009       WD        Normal          3
## 213         <NA>       0      6   2009       WD        Normal          3
## 214         <NA>       0      7   2009       WD        Normal          3
## 215         <NA>       0      8   2009       WD        Normal          3
## 216         <NA>       0      3   2009       WD        Normal          3
## 217         <NA>       0      5   2009       WD        Normal          3
## 218         <NA>       0      2   2009       WD       Abnorml          3
## 219         <NA>       0      7   2009       WD        Normal          3
## 220         <NA>       0      5   2009      New       Partial          5
## 221         <NA>       0      4   2009       WD        Normal          3
## 222         <NA>       0      9   2009       WD        Normal          3
## 223         <NA>       0     11   2009       WD        Normal          3
## 224         <NA>       0      6   2009       WD        Normal          3
## 225         <NA>       0      7   2009       WD        Normal          3
## 226         <NA>       0      8   2009       WD        Normal          3
## 227         <NA>       0      8   2009       WD        Normal          3
## 228         <NA>       0      9   2009       WD        Normal          3
## 229         <NA>       0      7   2009       WD        Normal          3
## 230         <NA>       0      6   2009       WD        Normal          3
## 231         <NA>       0      5   2009       WD        Normal          3
## 232         <NA>       0      7   2009       WD        Normal          3
## 233         <NA>       0      5   2009       WD        Normal          3
## 234         <NA>       0      6   2009       WD        Normal          3
## 235         <NA>       0      3   2009       WD        Normal          3
## 236         <NA>       0      5   2009       WD        Normal          3
## 237         <NA>       0      6   2009       WD        Normal          3
## 238         <NA>       0      9   2009       WD        Normal          3
## 239         <NA>       0      6   2009       WD        Normal          3
## 240         <NA>       0     11   2009       WD        Normal          3
## 241         <NA>       0     10   2009       WD        Normal          3
## 242         <NA>       0      9   2009       WD        Normal          3
## 243         <NA>       0      9   2009       WD        Normal          3
## 244         <NA>       0      3   2009       WD        Normal          3
## 245         <NA>       0      9   2009       WD        Normal          3
## 246         <NA>       0     10   2009       WD        Normal          3
## 247         <NA>       0     10   2009      New       Partial          5
## 248         <NA>       0      5   2009       WD        Normal          3
## 249         <NA>       0      5   2009       WD        Normal          3
## 250         <NA>       0      6   2009       WD        Normal          3
## 251         <NA>       0      7   2009       WD        Normal          3
## 252         <NA>       0     10   2009      New       Partial          5
## 253         <NA>       0      3   2009       WD        Normal          3
## 254         <NA>       0      8   2009       WD        Normal          3
## 255         <NA>       0      3   2009       WD        Normal          3
## 256         <NA>       0      4   2009       WD        Normal          3
## 257         <NA>       0      6   2009       WD        Normal          3
## 258         <NA>       0      8   2009       WD        Normal          3
## 259         <NA>       0      1   2009       WD        Normal          3
## 260         <NA>       0      1   2009       WD        Normal          3
## 261         <NA>       0      5   2009       WD        Normal          3
## 262         <NA>       0      8   2009       WD        Normal          3
## 263         <NA>       0      6   2009       WD        Normal          3
## 264         <NA>       0      2   2009      New       Partial          5
## 265         <NA>       0      4   2009       WD        Normal          3
## 266         <NA>       0     11   2009       WD        Normal          3
## 267         <NA>       0      2   2009       WD        Normal          3
## 268         <NA>       0     10   2009       WD        Normal          3
## 269         <NA>       0      7   2009       WD        Normal          3
## 270         <NA>       0      5   2009       WD        Normal          3
## 271         <NA>       0     11   2009       WD        Normal          3
## 272         <NA>       0      6   2009       WD        Normal          3
## 273         <NA>       0      7   2009       WD        Normal          3
## 274         <NA>       0      5   2009      Oth        Family          1
## 275         <NA>       0     10   2009       WD        Normal          3
## 276         <NA>       0     10   2009       WD        Normal          3
## 277         <NA>       0      4   2009       WD        Normal          3
## 278         <NA>       0      7   2009       WD        Normal          3
## 279         <NA>       0      7   2009       WD        Normal          3
## 280         <NA>       0      1   2009      New       Partial          5
## 281         <NA>       0      3   2009       WD        Normal          3
## 282         <NA>       0      8   2009       WD        Normal          3
## 283         <NA>       0      9   2009       WD        Normal          3
## 284         <NA>       0      6   2009       WD        Normal          3
## 285         <NA>       0      6   2009       WD        Normal          3
## 286         <NA>       0      1   2009       WD       Abnorml          3
## 287         <NA>       0      6   2009       WD        Normal          3
## 288         <NA>       0      5   2009       WD        Normal          3
## 289         Shed     650      8   2009       WD        Normal          3
## 290         <NA>       0      8   2009       WD       Abnorml          3
## 291         <NA>       0     11   2009       WD        Normal          3
## 292         <NA>       0      6   2009       WD        Normal          3
## 293         <NA>       0      3   2009      COD        Normal          2
## 294         <NA>       0      5   2009      COD       Abnorml          2
## 295         <NA>       0      5   2009       WD        Normal          3
## 296         <NA>       0      8   2009       WD        Normal          3
## 297         <NA>       0      9   2009       WD        Normal          3
## 298         <NA>       0      5   2009       WD        Normal          3
## 299         <NA>       0      7   2009       WD        Normal          3
## 300         <NA>       0      2   2009       WD        Normal          3
## 301         <NA>       0      7   2009      COD       Abnorml          2
## 302         <NA>       0      6   2009       WD        Normal          3
## 303         <NA>       0      9   2009       WD        Normal          3
## 304         <NA>       0      2   2009       WD        Normal          3
## 305         <NA>       0      4   2009       WD        Normal          3
## 306         <NA>       0      4   2009       WD        Normal          3
## 307         <NA>       0      7   2009       WD        Normal          3
## 308         <NA>       0      6   2009       WD        Normal          3
## 309         <NA>       0      8   2009       WD        Normal          3
## 310         <NA>       0      6   2009       WD        Normal          3
## 311         <NA>       0     11   2009      COD       Abnorml          2
## 312         <NA>       0      7   2009       WD        Normal          3
## 313         <NA>       0     11   2009       WD        Family          3
## 314         <NA>       0     12   2009       WD        Normal          3
## 315         <NA>       0      2   2009       WD        Normal          3
## 316         <NA>       0     10   2009       WD        Normal          3
## 317         <NA>       0      8   2009       WD        Normal          3
## 318         <NA>       0      3   2009       WD        Normal          3
## 319         <NA>       0      8   2009    ConLD        Normal          2
## 320         <NA>       0     12   2009       WD        Normal          3
## 321         <NA>       0      8   2009       WD        Normal          3
## 322         <NA>       0      8   2009       WD        Normal          3
## 323         <NA>       0      8   2009       WD        Normal          3
## 324         <NA>       0      5   2009       WD        Normal          3
## 325         <NA>       0     12   2009       WD        Normal          3
## 326         <NA>       0      6   2009       WD        Normal          3
## 327         <NA>       0      8   2009       WD        Normal          3
## 328         <NA>       0      6   2009       WD        Normal          3
## 329         <NA>       0      6   2009       WD        Normal          3
## 330         <NA>       0     11   2009       WD        Normal          3
## 331         <NA>       0      8   2009       WD        Normal          3
## 332         <NA>       0      6   2009       WD        Normal          3
## 333         <NA>       0      5   2009       WD        Normal          3
## 334         Shed     450      9   2009       WD        Normal          3
## 335         <NA>       0      4   2009       WD        Normal          3
## 336         <NA>       0      4   2009       WD        Normal          3
## 337         <NA>       0     12   2009      COD       Abnorml          2
## 338         <NA>       0      3   2009       WD        Normal          3
## 339         <NA>       0      9   2009       WD        Normal          3
## 340         <NA>       0      7   2009       WD        Normal          3
## 341         <NA>       0      8   2009       WD        Normal          3
## 342         <NA>       0      8   2009      COD       Abnorml          2
## 343         <NA>       0      3   2009       WD        Normal          3
## 344         <NA>       0     11   2009       WD        Normal          3
## 345         <NA>       0      4   2009       WD        Normal          3
## 346         <NA>       0      6   2009       WD        Normal          3
## 347         <NA>       0      6   2009       WD        Normal          3
## 348         <NA>       0      7   2009       WD        Normal          3
## 349         <NA>       0      3   2009       WD        Normal          3
## 350         <NA>       0     10   2009       WD        Normal          3
## 351         <NA>       0     10   2009       WD        Normal          3
## 352         <NA>       0      7   2009       WD        Normal          3
## 353         <NA>       0      3   2009       WD        Normal          3
## 354         <NA>       0     11   2009      Oth        Normal          1
## 355         <NA>       0     10   2009       WD        Normal          3
## 356         <NA>       0      2   2009       WD        Normal          3
## 357         <NA>       0      6   2009       WD        Normal          3
## 358         <NA>       0      6   2009       WD        Normal          3
## 359         <NA>       0      5   2009       WD        Normal          3
## 360         <NA>       0      6   2009       WD        Normal          3
## 361         <NA>       0      9   2009    ConLI        Family          4
## 362         <NA>       0      9   2009       WD        Normal          3
## 363         <NA>       0      9   2009       WD       Abnorml          3
## 364         <NA>       0      9   2009       WD        Normal          3
## 365         <NA>       0      5   2009       WD        Normal          3
## 366         <NA>       0      6   2009       WD        Normal          3
## 367         <NA>       0      3   2009       WD       Abnorml          3
## 368         <NA>       0      2   2009       WD        Normal          3
## 369         <NA>       0      8   2009       WD        Normal          3
## 370         <NA>       0      6   2009       WD        Normal          3
## 371         Shed     400      6   2009       WD        Normal          3
## 372         <NA>       0      9   2009       WD       Abnorml          3
## 373         <NA>       0      8   2009       WD        Normal          3
## 374         <NA>       0      2   2009       WD        Normal          3
## 375         <NA>       0      5   2009       WD        Normal          3
## 376         <NA>       0      8   2009       WD        Normal          3
## 377         <NA>       0      7   2009      COD       Abnorml          2
## 378         <NA>       0      2   2009       WD        Normal          3
## 379         <NA>       0      9   2009       WD        Normal          3
## 380         <NA>       0      3   2009       WD        Alloca          3
## 381         <NA>       0      7   2009       WD        Normal          3
## 382         <NA>       0      3   2009       WD        Normal          3
## 383         <NA>       0      4   2009       WD       Abnorml          3
## 384         <NA>       0      6   2009       WD        Normal          3
## 385         <NA>       0      7   2009       WD        Normal          3
## 386         <NA>       0      3   2009      COD        Normal          2
## 387         <NA>       0     10   2009       WD        Normal          3
## 388         <NA>       0      6   2009       WD        Normal          3
## 389         <NA>       0     10   2009       WD        Normal          3
## 390         <NA>       0      2   2009       WD        Normal          3
## 391         <NA>       0      7   2009       WD        Normal          3
## 392         <NA>       0      9   2009       WD        Normal          3
## 393         <NA>       0      2   2009       WD        Normal          3
## 394         <NA>       0      7   2009       WD        Normal          3
## 395         Shed     600      9   2009       WD        Normal          3
## 396         <NA>       0      8   2009       WD        Normal          3
## 397         <NA>       0      6   2009       WD        Normal          3
## 398         <NA>       0      6   2009       WD        Alloca          3
## 399         <NA>       0      6   2009       WD        Alloca          3
## 400         <NA>       0      6   2009       WD        Alloca          3
## 401         <NA>       0      6   2009       WD        Alloca          3
## 402         <NA>       0     10   2009       WD        Normal          3
## 403         <NA>       0     10   2009       WD        Normal          3
## 404         <NA>       0     10   2009       WD        Normal          3
## 405         <NA>       0      7   2009      New       Partial          5
## 406         <NA>       0     11   2009       WD        Normal          3
## 407         <NA>       0      6   2009       WD        Normal          3
## 408         <NA>       0      4   2009       WD        Normal          3
## 409         <NA>       0      5   2009       WD        Normal          3
## 410         <NA>       0      3   2009       WD        Normal          3
## 411         <NA>       0      3   2009       WD        Normal          3
## 412         <NA>       0      7   2009       WD        Normal          3
## 413         <NA>       0      6   2009       WD        Normal          3
## 414         <NA>       0     10   2009       WD        Normal          3
## 415         <NA>       0     12   2009       WD        Normal          3
## 416         <NA>       0      4   2009       WD        Normal          3
## 417         <NA>       0      4   2009       WD        Normal          3
## 418         <NA>       0      7   2009       WD        Family          3
## 419         <NA>       0      7   2009       WD        Normal          3
## 420         <NA>       0     10   2009       WD        Normal          3
## 421         <NA>       0      9   2009       WD        Normal          3
## 422         <NA>       0      6   2009       WD        Normal          3
## 423         <NA>       0     11   2009       WD        Normal          3
## 424         <NA>       0      5   2009       WD        Normal          3
## 425         <NA>       0      6   2009       WD        Normal          3
## 426         <NA>       0      6   2009       WD        Normal          3
## 427         <NA>       0      8   2009       WD        Normal          3
## 428         <NA>       0      1   2009       WD        Normal          3
## 429         <NA>       0      7   2009       WD        Normal          3
## 430         <NA>       0      7   2009       WD        Normal          3
## 431         <NA>       0      4   2009       WD        Normal          3
## 432         <NA>       0      3   2009       WD        Normal          3
## 433         Shed     900      6   2009       WD        Normal          3
## 434         <NA>       0      8   2009       WD        Normal          3
## 435         <NA>       0      5   2009       WD        Normal          3
## 436         <NA>       0      9   2009       WD        Normal          3
## 437         <NA>       0      7   2009       WD       Abnorml          3
## 438         <NA>       0      3   2009       WD        Normal          3
## 439         <NA>       0     10   2009       WD        Normal          3
## 440         <NA>       0      5   2009       WD        Normal          3
## 441         <NA>       0      2   2009       WD        Normal          3
## 442         <NA>       0      6   2009       WD        Normal          3
## 443         <NA>       0      7   2009       WD        Normal          3
## 444         <NA>       0     10   2009       WD        Family          3
## 445         <NA>       0      5   2009       WD        Normal          3
## 446         <NA>       0     10   2009       WD        Normal          3
## 447         <NA>       0      1   2009       WD        Normal          3
## 448         <NA>       0      5   2009       WD        Normal          3
## 449         <NA>       0     10   2009       WD        Normal          3
## 450         <NA>       0      7   2009       WD        Normal          3
## 451         Shed    1500      4   2009       WD        Normal          3
## 452         <NA>       0      7   2009       WD        Normal          3
## 453         <NA>       0     12   2009       WD        Normal          3
## 454         <NA>       0      5   2009       WD        Normal          3
## 455         <NA>       0      6   2009      New       Partial          5
## 456         <NA>       0      3   2009    ConLD        Normal          2
## 457         <NA>       0      5   2009       WD        Normal          3
## 458         <NA>       0      4   2009       WD        Normal          3
## 459         <NA>       0     11   2009       WD        Normal          3
## 460         <NA>       0      4   2009      COD       Abnorml          2
## 461         <NA>       0      7   2009       WD        Normal          3
## 462         <NA>       0      1   2009       WD        Normal          3
## 463         Shed    2500      2   2009       WD        Normal          3
## 464         <NA>       0      7   2009       WD        Normal          3
## 465         <NA>       0      2   2009       WD       Abnorml          3
## 466         <NA>       0      5   2009       WD        Normal          3
## 467         <NA>       0      4   2009       WD        Normal          3
## 468         <NA>       0      3   2009       WD        Normal          3
## 469         <NA>       0      7   2009       WD        Normal          3
## 470         Shed     700      8   2009       WD        Normal          3
## 471         <NA>       0      6   2009       WD        Normal          3
## 472         <NA>       0      7   2009       WD        Normal          3
## 473         <NA>       0      4   2009       WD        Normal          3
## 474         <NA>       0      4   2008       WD        Normal          3
## 475         <NA>       0     10   2008       WD        Normal          3
## 476         <NA>       0      5   2008       WD        Normal          3
## 477         <NA>       0     11   2008       WD        Normal          3
## 478         <NA>       0     11   2008       WD        Normal          3
## 479         <NA>       0      7   2008       WD        Normal          3
## 480         <NA>       0      8   2008       WD        Normal          3
## 481         <NA>       0      4   2008       WD        Family          3
## 482         <NA>       0      9   2008       WD        Normal          3
## 483         <NA>       0      4   2008       WD        Normal          3
## 484         <NA>       0      7   2008       WD        Normal          3
## 485         <NA>       0      9   2008       WD        Normal          3
## 486         Shed     750      5   2008       WD        Normal          3
## 487         <NA>       0      7   2008       WD        Normal          3
## 488         <NA>       0      7   2008       WD        Family          3
## 489         <NA>       0      6   2008       WD        Normal          3
## 490         <NA>       0      7   2008       WD        Normal          3
## 491         <NA>       0      8   2008       WD        Normal          3
## 492         <NA>       0      3   2008       WD        Normal          3
## 493         <NA>       0     11   2008       WD        Normal          3
## 494         <NA>       0      3   2008       WD        Normal          3
## 495         <NA>       0      6   2008       WD        Normal          3
## 496         <NA>       0     12   2008       WD        Normal          3
## 497         <NA>       0      4   2008       WD        Normal          3
## 498         <NA>       0      6   2008       WD        Normal          3
## 499         <NA>       0      6   2008       WD        Normal          3
## 500         <NA>       0      9   2008      COD        Normal          2
## 501         <NA>       0      5   2008       WD        Normal          3
## 502         <NA>       0      2   2008       WD        Normal          3
## 503         <NA>       0      4   2008       WD        Normal          3
## 504         <NA>       0     12   2008       WD        Normal          3
## 505         <NA>       0      5   2008       WD        Normal          3
## 506         <NA>       0      9   2008       WD        Normal          3
## 507         <NA>       0      1   2008      New       Partial          5
## 508         <NA>       0      8   2008       WD        Normal          3
## 509         <NA>       0      5   2008       WD        Normal          3
## 510         <NA>       0     10   2008       WD       Abnorml          3
## 511         <NA>       0      6   2008       WD        Normal          3
## 512         <NA>       0      8   2008       WD        Normal          3
## 513         <NA>       0      6   2008       WD        Normal          3
## 514         <NA>       0      7   2008       WD        Normal          3
## 515         <NA>       0      2   2008       WD        Normal          3
## 516         <NA>       0      6   2008       WD        Normal          3
## 517         <NA>       0      1   2008       WD        Normal          3
## 518         <NA>       0      7   2008       WD        Normal          3
## 519         <NA>       0     11   2008      New       Partial          5
## 520         <NA>       0      6   2008       WD        Normal          3
## 521         <NA>       0      6   2008      New       Partial          5
## 522         <NA>       0      6   2008       WD        Normal          3
## 523         <NA>       0      2   2008       WD        Normal          3
## 524         <NA>       0     10   2008       WD        Normal          3
## 525         <NA>       0      8   2008       WD        Normal          3
## 526         <NA>       0      5   2008       WD        Normal          3
## 527         <NA>       0      3   2008      New       Partial          5
## 528         <NA>       0      7   2008       WD        Normal          3
## 529         <NA>       0      7   2008       WD        Normal          3
## 530         <NA>       0      5   2008       WD        Normal          3
## 531         <NA>       0     11   2008      New       Partial          5
## 532         <NA>       0      7   2008       WD        Normal          3
## 533         <NA>       0      4   2008       WD        Normal          3
## 534         <NA>       0      5   2008       WD        Normal          3
## 535         <NA>       0      5   2008       WD        Normal          3
## 536         <NA>       0      9   2008       WD        Normal          3
## 537         <NA>       0      6   2008       WD        Normal          3
## 538         <NA>       0      7   2008       WD        Normal          3
## 539         <NA>       0      6   2008       WD        Normal          3
## 540         <NA>       0      6   2008       WD        Normal          3
## 541         <NA>       0      7   2008       WD        Normal          3
## 542         <NA>       0      5   2008       WD        Normal          3
## 543         <NA>       0      7   2008       WD        Normal          3
## 544         <NA>       0      2   2008      New       Partial          5
## 545         <NA>       0      8   2008       WD        Normal          3
## 546         <NA>       0      7   2008      New       Partial          5
## 547         <NA>       0      6   2008       WD        Normal          3
## 548         <NA>       0      4   2008      New       Partial          5
## 549         <NA>       0      7   2008       WD        Normal          3
## 550         <NA>       0      7   2008       WD        Normal          3
## 551         <NA>       0      6   2008       WD        Normal          3
## 552         <NA>       0      3   2008       WD        Normal          3
## 553         <NA>       0      4   2008       WD        Normal          3
## 554         <NA>       0     10   2008       WD        Normal          3
## 555         Shed    2000     11   2008       WD        Normal          3
## 556         <NA>       0      9   2008       WD        Normal          3
## 557         <NA>       0      5   2008       WD        Normal          3
## 558         Shed     400      8   2008       WD        Normal          3
## 559         <NA>       0      7   2008       WD        Normal          3
## 560         <NA>       0      4   2008       WD        Normal          3
## 561         Shed     650      1   2008      COD       Abnorml          2
## 562         <NA>       0      7   2008       WD        Normal          3
## 563         <NA>       0      7   2008       WD        Normal          3
## 564         <NA>       0      6   2008       WD        Normal          3
## 565         <NA>       0      6   2008       WD        Normal          3
## 566         <NA>       0      6   2008       WD        Normal          3
## 567         <NA>       0      5   2008       WD        Normal          3
## 568         <NA>       0      3   2008       WD       Abnorml          3
## 569         <NA>       0      4   2008       WD        Normal          3
## 570         <NA>       0      7   2008       WD        Normal          3
## 571         <NA>       0      7   2008       WD        Normal          3
## 572         <NA>       0      9   2008       WD        Normal          3
## 573         <NA>       0      6   2008       WD        Normal          3
## 574         <NA>       0      6   2008       WD        Normal          3
## 575         <NA>       0      6   2008       WD        Normal          3
## 576         <NA>       0     12   2008       WD        Normal          3
## 577         <NA>       0     12   2008    ConLD        Normal          2
## 578         <NA>       0      2   2008       WD        Normal          3
## 579         <NA>       0      8   2008       WD        Normal          3
## 580         <NA>       0      6   2008       WD        Family          3
## 581         <NA>       0      5   2008       WD        Normal          3
## 582         <NA>       0      4   2008       WD        Normal          3
## 583         <NA>       0      5   2008       WD        Normal          3
## 584         <NA>       0     10   2008       WD        Family          3
## 585         Shed     450      8   2008       WD        Normal          3
## 586         <NA>       0      8   2008    ConLD        Normal          2
## 587         <NA>       0      6   2008       WD        Normal          3
## 588         <NA>       0      7   2008       WD        Normal          3
## 589         <NA>       0     11   2008       WD        Normal          3
## 590         <NA>       0      5   2008       WD        Normal          3
## 591         <NA>       0      3   2008       WD        Normal          3
## 592         <NA>       0      5   2008      COD       Abnorml          2
## 593         <NA>       0      8   2008       WD        Normal          3
## 594         <NA>       0      9   2008       WD        Normal          3
## 595         <NA>       0      2   2008       WD        Normal          3
## 596         <NA>       0      9   2008       WD        Normal          3
## 597         <NA>       0      6   2008       WD        Normal          3
## 598         <NA>       0      8   2008       WD        Normal          3
## 599         <NA>       0      5   2008       WD        Normal          3
## 600         <NA>       0      6   2008       WD        Normal          3
## 601         <NA>       0      5   2008       WD        Normal          3
## 602         <NA>       0      4   2008       WD        Normal          3
## 603         <NA>       0      5   2008       WD        Normal          3
## 604         <NA>       0      5   2008       WD        Normal          3
## 605         <NA>       0      7   2008       WD        Normal          3
## 606         Shed    1500      9   2008       WD        Normal          3
## 607         <NA>       0     10   2008       WD        Normal          3
## 608         <NA>       0      1   2008       WD        Normal          3
## 609         <NA>       0      8   2008       WD        Normal          3
## 610         <NA>       0      5   2008       WD        Normal          3
## 611         <NA>       0      7   2008       WD        Normal          3
## 612         <NA>       0      6   2008       WD        Normal          3
## 613         Shed     450      6   2008       WD        Normal          3
## 614         Othr    6500      4   2008       WD        Normal          3
## 615         <NA>       0      6   2008       WD        Normal          3
## 616         <NA>       0      2   2008       WD       Abnorml          3
## 617         <NA>       0      5   2008       WD        Normal          3
## 618         <NA>       0     11   2008       WD        Normal          3
## 619         <NA>       0      9   2008       WD        Normal          3
## 620         <NA>       0      6   2008       WD        Normal          3
## 621         <NA>       0      4   2008       WD        Normal          3
## 622         <NA>       0     11   2008       WD       Abnorml          3
## 623         <NA>       0      3   2008       WD        Normal          3
## 624         <NA>       0      7   2008       WD        Normal          3
## 625         <NA>       0      5   2008      COD        Normal          2
## 626         <NA>       0     12   2008       WD       Abnorml          3
## 627         <NA>       0      7   2008       WD        Normal          3
## 628         <NA>       0      1   2008       WD        Normal          3
## 629         <NA>       0      8   2008       WD        Normal          3
## 630         <NA>       0      6   2008       WD        Normal          3
## 631         <NA>       0      6   2008       WD        Normal          3
## 632         <NA>       0      5   2008       WD        Normal          3
## 633         <NA>       0      6   2008       WD        Normal          3
## 634         <NA>       0      2   2008       WD        Normal          3
## 635         <NA>       0      5   2008      Con        Normal          5
## 636         <NA>       0      9   2008       WD        Normal          3
## 637         <NA>       0      9   2008       WD        Normal          3
## 638         <NA>       0      6   2008       WD        Normal          3
## 639         <NA>       0      3   2008       WD       Abnorml          3
## 640         <NA>       0     12   2008       WD       Abnorml          3
## 641         <NA>       0      2   2008       WD        Normal          3
## 642         <NA>       0      3   2008       WD        Normal          3
## 643         <NA>       0      5   2008       WD        Normal          3
## 644         <NA>       0      4   2008       WD        Normal          3
## 645         <NA>       0      2   2008       WD        Normal          3
## 646         <NA>       0     11   2008    ConLD        Normal          2
## 647         <NA>       0     12   2008       WD        Normal          3
## 648         <NA>       0      6   2008       WD        Normal          3
## 649         <NA>       0      5   2008       WD        Normal          3
## 650         <NA>       0      7   2008       WD        Normal          3
## 651         <NA>       0      8   2008       WD       Abnorml          3
## 652         <NA>       0      7   2008       WD        Normal          3
## 653         <NA>       0      5   2008       WD        Normal          3
## 654         Shed     400      4   2008       WD        Normal          3
## 655         <NA>       0      7   2008       WD        Normal          3
## 656         <NA>       0      7   2008       WD        Normal          3
## 657         <NA>       0      5   2008       WD        Normal          3
## 658         <NA>       0      4   2008       WD        Normal          3
## 659         <NA>       0      4   2008       WD        Normal          3
## 660         <NA>       0      4   2008       WD        Normal          3
## 661         <NA>       0      4   2008    ConLD       Abnorml          2
## 662         <NA>       0      8   2008       WD        Normal          3
## 663         <NA>       0      6   2008       WD        Normal          3
## 664         <NA>       0      1   2008       WD        Normal          3
## 665         <NA>       0     10   2008       WD        Normal          3
## 666         <NA>       0      3   2008       WD        Normal          3
## 667         Shed    1000      9   2008       WD        Normal          3
## 668         <NA>       0      6   2008       WD        Normal          3
## 669         <NA>       0      7   2008       WD        Normal          3
## 670         <NA>       0      5   2008      COD       Abnorml          2
## 671         <NA>       0     11   2008      COD        Normal          2
## 672         <NA>       0      4   2008       WD        Normal          3
## 673         <NA>       0      7   2008       WD        Normal          3
## 674         <NA>       0      8   2008       WD        Family          3
## 675         <NA>       0      8   2008    ConLD        Family          2
## 676         <NA>       0      5   2008       WD        Normal          3
## 677         <NA>       0      9   2008       WD       Abnorml          3
## 678         <NA>       0      5   2008       WD       Abnorml          3
## 679         <NA>       0     12   2008       WD        Normal          3
## 680         Shed     600      7   2008       WD        Normal          3
## 681         <NA>       0      5   2008       WD        Normal          3
## 682         <NA>       0      3   2008       WD        Normal          3
## 683         <NA>       0      3   2008       WD        Normal          3
## 684         <NA>       0      1   2008       WD        Alloca          3
## 685         <NA>       0      5   2008       WD        Normal          3
## 686         <NA>       0      6   2008       WD        Normal          3
## 687         <NA>       0     12   2008       WD       Abnorml          3
## 688         <NA>       0      6   2008       WD        Normal          3
## 689         <NA>       0      6   2008       WD        Normal          3
## 690         <NA>       0      4   2008       WD        Normal          3
## 691         <NA>       0      1   2008       WD        Normal          3
## 692         <NA>       0      1   2008       WD        Normal          3
## 693         <NA>       0      7   2008       WD        Normal          3
## 694         <NA>       0      4   2008       WD        Normal          3
## 695         <NA>       0     11   2008       WD        Normal          3
## 696         <NA>       0      6   2008       WD        Normal          3
## 697         <NA>       0      4   2008       WD        Normal          3
## 698         <NA>       0     12   2008       WD        Normal          3
## 699         <NA>       0      2   2008       WD        Normal          3
## 700         <NA>       0      3   2008      New       Partial          5
## 701         <NA>       0      5   2008       WD        Normal          3
## 702         <NA>       0      6   2008       WD       Abnorml          3
## 703         <NA>       0     12   2008      New       Partial          5
## 704         <NA>       0      2   2008       WD        Normal          3
## 705         <NA>       0      3   2008       WD        Normal          3
## 706         <NA>       0      8   2008       WD        Normal          3
## 707         <NA>       0      5   2008       WD        Normal          3
## 708         <NA>       0      7   2008       WD        Normal          3
## 709         <NA>       0      6   2008       WD        Normal          3
## 710         Shed    4500      5   2008       WD        Normal          3
## 711         <NA>       0      5   2008       WD        Normal          3
## 712         <NA>       0      9   2008       WD       Abnorml          3
## 713         <NA>       0      8   2008       WD        Normal          3
## 714         <NA>       0      6   2008       WD        Normal          3
## 715         <NA>       0      1   2008       WD        Normal          3
## 716         <NA>       0      6   2008       WD        Normal          3
## 717         <NA>       0      8   2008       WD        Normal          3
## 718         <NA>       0      6   2008       WD        Normal          3
## 719         <NA>       0      2   2008       WD        Normal          3
## 720         <NA>       0      7   2008       WD       Abnorml          3
## 721         <NA>       0      6   2008       WD        Normal          3
## 722         <NA>       0      2   2008       WD        Normal          3
## 723         <NA>       0      6   2008       WD        Normal          3
## 724         <NA>       0      4   2008      COD       Abnorml          2
## 725         <NA>       0      4   2008       WD        Family          3
## 726         <NA>       0      5   2008       WD        Normal          3
## 727         <NA>       0     11   2008       WD        Normal          3
## 728         <NA>       0      2   2008       WD        Normal          3
## 729         <NA>       0      7   2008       WD        Normal          3
## 730         <NA>       0      6   2008       WD       AdjLand          3
## 731         <NA>       0      7   2008       WD        Normal          3
## 732         <NA>       0      5   2008       WD        Normal          3
## 733         <NA>       0      1   2008       WD        Family          3
## 734         <NA>       0      4   2008       WD        Normal          3
## 735         Gar2    3000      5   2008       WD        Normal          3
## 736         <NA>       0     11   2008       WD       Abnorml          3
## 737         <NA>       0      6   2008       WD        Normal          3
## 738         <NA>       0      4   2008       WD        Normal          3
## 739         <NA>       0      7   2008       WD       Abnorml          3
## 740         <NA>       0      7   2008       WD        Normal          3
## 741         Shed     400      1   2008       WD        Normal          3
## 742         <NA>       0      6   2008       WD        Normal          3
## 743         <NA>       0      6   2008       WD        Normal          3
## 744         <NA>       0      7   2008       WD        Normal          3
## 745         <NA>       0      3   2008       WD        Normal          3
## 746         <NA>       0      5   2008       WD        Normal          3
## 747         <NA>       0      6   2008       WD        Alloca          3
## 748         <NA>       0      4   2008       WD        Normal          3
## 749         <NA>       0      4   2008       WD        Normal          3
## 750         <NA>       0     12   2008       WD        Normal          3
## 751         <NA>       0      7   2008       WD        Normal          3
## 752         <NA>       0      7   2008       WD        Normal          3
## 753         <NA>       0      7   2008       WD        Normal          3
## 754         <NA>       0      7   2008       WD        Normal          3
## 755         <NA>       0      5   2008       WD        Normal          3
## 756         <NA>       0      1   2008       WD        Normal          3
## 757         <NA>       0      2   2008       WD       Abnorml          3
## 758         <NA>       0      7   2008       WD        Normal          3
## 759         <NA>       0      5   2008       WD        Normal          3
## 760         <NA>       0      6   2008       WD        Normal          3
## 761         <NA>       0      8   2008      New       Partial          5
## 762         <NA>       0      7   2008       WD        Normal          3
## 763         <NA>       0      9   2008       WD        Normal          3
## 764         <NA>       0      9   2008       WD        Normal          3
## 765         <NA>       0     11   2008       WD       Abnorml          3
## 766         <NA>       0      7   2008       WD        Normal          3
## 767         <NA>       0      7   2008       WD        Normal          3
## 768         <NA>       0      4   2008       WD        Normal          3
## 769         <NA>       0      1   2008      New       Partial          5
## 770         <NA>       0      4   2008       WD        Normal          3
## 771         <NA>       0     10   2008      New       Partial          5
## 772         <NA>       0      7   2008       WD        Normal          3
## 773         <NA>       0      3   2008       WD        Normal          3
## 774         <NA>       0      6   2008       WD        Normal          3
## 775         <NA>       0     12   2008       WD        Normal          3
## 776         <NA>       0      1   2008       WD        Normal          3
## 777         <NA>       0      6   2008       WD        Normal          3
## 778         <NA>       0     11   2008       WD        Alloca          3
## 779         <NA>       0      2   2008       WD       Abnorml          3
## 780         <NA>       0      4   2008       WD        Normal          3
## 781         <NA>       0     11   2008    ConLD        Normal          2
## 782         <NA>       0      6   2008       WD        Normal          3
## 783         <NA>       0      5   2008       WD        Normal          3
## 784         <NA>       0      6   2008       WD        Normal          3
## 785         <NA>       0      7   2008       WD        Normal          3
## 786         Shed     500      2   2008       WD        Normal          3
## 787         <NA>       0      3   2008       WD        Normal          3
## 788         <NA>       0      4   2008       WD        Normal          3
## 789         <NA>       0      7   2008       WD        Normal          3
## 790         <NA>       0      4   2008       WD        Normal          3
## 791         <NA>       0      1   2008       WD        Normal          3
## 792         <NA>       0      3   2007       WD        Normal          3
## 793         <NA>       0      3   2007       WD        Normal          3
## 794         <NA>       0      3   2007       WD        Normal          3
## 795         <NA>       0      4   2007       WD       Abnorml          3
## 796         <NA>       0      8   2007       WD        Normal          3
## 797         <NA>       0      8   2007       WD        Normal          3
## 798         <NA>       0      8   2007       WD        Normal          3
## 799         <NA>       0      7   2007       WD        Normal          3
## 800         <NA>       0      3   2007       WD        Alloca          3
## 801         <NA>       0     10   2007       WD        Normal          3
## 802         <NA>       0      8   2007       WD        Normal          3
## 803         <NA>       0      7   2007       WD        Normal          3
## 804         <NA>       0      6   2007      New       Partial          5
## 805         <NA>       0     11   2007       WD        Normal          3
## 806         <NA>       0      3   2007       WD        Normal          3
## 807         <NA>       0      1   2007       WD        Normal          3
## 808         <NA>       0     10   2007      New       Partial          5
## 809         <NA>       0      4   2007      COD       Abnorml          2
## 810         <NA>       0      3   2007       WD        Normal          3
## 811         <NA>       0      9   2007       WD        Normal          3
## 812         <NA>       0      3   2007       WD        Normal          3
## 813         <NA>       0      8   2007       WD        Normal          3
## 814         <NA>       0      8   2007       WD        Normal          3
## 815         <NA>       0      9   2007       WD        Normal          3
## 816         <NA>       0      2   2007       WD        Normal          3
## 817         <NA>       0     11   2007       WD        Normal          3
## 818         <NA>       0      9   2007       WD        Normal          3
## 819         <NA>       0     10   2007       WD        Normal          3
## 820         <NA>       0      7   2007       WD        Normal          3
## 821         <NA>       0      7   2007       WD        Normal          3
## 822         <NA>       0     10   2007       WD        Normal          3
## 823         <NA>       0      2   2007       WD        Normal          3
## 824         <NA>       0     12   2007       WD        Normal          3
## 825         <NA>       0      4   2007       WD        Normal          3
## 826         <NA>       0     11   2007       WD        Normal          3
## 827         <NA>       0      8   2007      New       Partial          5
## 828         <NA>       0      6   2007      New       Partial          5
## 829         <NA>       0     11   2007      New       Partial          5
## 830         <NA>       0     12   2007      New       Partial          5
## 831         <NA>       0      3   2007      New       Partial          5
## 832         <NA>       0      8   2007       WD        Normal          3
## 833         <NA>       0     10   2007      New       Partial          5
## 834         <NA>       0      5   2007       WD        Normal          3
## 835         <NA>       0      8   2007      New       Partial          5
## 836         <NA>       0      6   2007      New       Partial          5
## 837         <NA>       0      9   2007      New       Partial          5
## 838         <NA>       0      6   2007       WD        Normal          3
## 839         <NA>       0      8   2007       WD        Normal          3
## 840         <NA>       0      1   2007       WD        Normal          3
## 841         <NA>       0      8   2007      New       Partial          5
## 842         <NA>       0      5   2007       WD        Normal          3
## 843         <NA>       0      1   2007       WD        Normal          3
## 844         <NA>       0      2   2007      New       Partial          5
## 845         <NA>       0      8   2007      New       Partial          5
## 846         <NA>       0      5   2007       WD        Normal          3
## 847         <NA>       0      6   2007       WD        Normal          3
## 848         <NA>       0      5   2007      CWD        Normal          4
## 849         <NA>       0      5   2007       WD        Normal          3
## 850         <NA>       0      9   2007      New       Partial          5
## 851         <NA>       0      3   2007       WD        Normal          3
## 852         <NA>       0      5   2007      New       Partial          5
## 853         <NA>       0      6   2007       WD        Normal          3
## 854         <NA>       0      5   2007      New       Partial          5
## 855         <NA>       0      3   2007      New       Partial          5
## 856         <NA>       0      6   2007      New       Partial          5
## 857         Shed    2000      6   2007       WD        Normal          3
## 858         <NA>       0     12   2007      New       Partial          5
## 859         <NA>       0      7   2007      New       Partial          5
## 860         <NA>       0      8   2007      New       Partial          5
## 861         <NA>       0     11   2007       WD        Normal          3
## 862         <NA>       0      8   2007      New       Partial          5
## 863         <NA>       0      4   2007       WD        Normal          3
## 864         <NA>       0      6   2007       WD        Family          3
## 865         <NA>       0      4   2007      New       Partial          5
## 866         <NA>       0     10   2007       WD        Normal          3
## 867         <NA>       0      7   2007       WD        Normal          3
## 868         <NA>       0      7   2007       WD        Normal          3
## 869         <NA>       0      6   2007       WD        Normal          3
## 870         <NA>       0      5   2007       WD        Normal          3
## 871         <NA>       0      6   2007       WD        Normal          3
## 872         <NA>       0      7   2007       WD        Normal          3
## 873         <NA>       0      1   2007       WD        Normal          3
## 874         <NA>       0      5   2007       WD        Normal          3
## 875         <NA>       0      9   2007       WD        Normal          3
## 876         <NA>       0      5   2007       WD        Normal          3
## 877         <NA>       0      9   2007      New       Partial          5
## 878         <NA>       0      7   2007      New       Partial          5
## 879         <NA>       0      1   2007       WD        Family          3
## 880         <NA>       0     10   2007      New       Partial          5
## 881         <NA>       0      9   2007      New       Partial          5
## 882         <NA>       0     12   2007       WD        Normal          3
## 883         <NA>       0      4   2007       WD        Normal          3
## 884         <NA>       0      7   2007       WD        Family          3
## 885         <NA>       0      3   2007       WD        Normal          3
## 886         <NA>       0     11   2007      New       Partial          5
## 887         <NA>       0      6   2007      New       Partial          5
## 888         <NA>       0     11   2007      New       Partial          5
## 889         <NA>       0      7   2007      New       Partial          5
## 890         <NA>       0     12   2007      New       Partial          5
## 891         <NA>       0      5   2007      New       Partial          5
## 892         <NA>       0      4   2007       WD        Normal          3
## 893         <NA>       0      6   2007       WD        Normal          3
## 894         <NA>       0      6   2007      New       Partial          5
## 895         <NA>       0     10   2007       WD        Normal          3
## 896         <NA>       0      5   2007       WD        Normal          3
## 897         <NA>       0      6   2007       WD        Normal          3
## 898         <NA>       0      5   2007       WD        Normal          3
## 899         <NA>       0      7   2007       WD        Normal          3
## 900         <NA>       0      3   2007       WD        Normal          3
## 901         <NA>       0      6   2007       WD        Normal          3
## 902         <NA>       0      2   2007       WD        Normal          3
## 903         <NA>       0      8   2007       WD        Normal          3
## 904         <NA>       0      1   2007       WD       Abnorml          3
## 905         <NA>       0      7   2007       WD        Normal          3
## 906         <NA>       0      2   2007      New       Partial          5
## 907         <NA>       0      2   2007      New       Partial          5
## 908         <NA>       0      8   2007      New       Partial          5
## 909         <NA>       0      7   2007      New       Partial          5
## 910         <NA>       0      9   2007       WD        Normal          3
## 911         <NA>       0      9   2007       WD        Normal          3
## 912         <NA>       0     12   2007      COD        Normal          2
## 913         <NA>       0      8   2007       WD        Normal          3
## 914         <NA>       0      6   2007       WD        Normal          3
## 915         <NA>       0      5   2007       WD        Normal          3
## 916         <NA>       0      3   2007       WD        Normal          3
## 917         <NA>       0      3   2007       WD        Normal          3
## 918         <NA>       0      9   2007      CWD        Normal          4
## 919         <NA>       0      6   2007       WD        Normal          3
## 920         <NA>       0      1   2007       WD        Normal          3
## 921         <NA>       0      4   2007       WD        Normal          3
## 922         <NA>       0      5   2007       WD        Normal          3
## 923         <NA>       0      7   2007       WD        Normal          3
## 924         <NA>       0      8   2007       WD        Normal          3
## 925         Shed     400     11   2007       WD        Normal          3
## 926         <NA>       0      2   2007      COD        Normal          2
## 927         <NA>       0      3   2007       WD        Normal          3
## 928         <NA>       0      4   2007       WD        Normal          3
## 929         <NA>       0      1   2007       WD        Normal          3
## 930         <NA>       0      8   2007      CWD        Normal          4
## 931         <NA>       0      2   2007       WD        Normal          3
## 932         <NA>       0      1   2007       WD        Normal          3
## 933         <NA>       0     10   2007      CWD        Normal          4
## 934         <NA>       0      5   2007       WD        Normal          3
## 935         <NA>       0      7   2007       WD        Normal          3
## 936         <NA>       0      8   2007       WD        Normal          3
## 937         <NA>       0      7   2007       WD        Normal          3
## 938         <NA>       0     10   2007       WD        Normal          3
## 939         <NA>       0      4   2007       WD        Normal          3
## 940         Shed    2000      7   2007       WD        Normal          3
## 941         <NA>       0      7   2007      COD        Normal          2
## 942         <NA>       0     10   2007       WD        Normal          3
## 943         <NA>       0      5   2007       WD        Normal          3
## 944         <NA>       0      6   2007       WD        Normal          3
## 945         <NA>       0      5   2007       WD        Normal          3
## 946         <NA>       0      9   2007       WD        Normal          3
## 947         <NA>       0     12   2007       WD        Normal          3
## 948         <NA>       0      7   2007       WD        Normal          3
## 949         <NA>       0      6   2007       WD        Normal          3
## 950         <NA>       0      4   2007       WD        Normal          3
## 951         <NA>       0      4   2007       WD        Normal          3
## 952         <NA>       0      6   2007      COD        Normal          2
## 953         <NA>       0      8   2007       WD        Normal          3
## 954         <NA>       0      7   2007       WD        Normal          3
## 955         <NA>       0     12   2007       WD        Normal          3
## 956         <NA>       0      4   2007       WD        Normal          3
## 957         <NA>       0      6   2007       WD        Normal          3
## 958         <NA>       0      6   2007       WD        Normal          3
## 959         <NA>       0      8   2007       WD        Normal          3
## 960         <NA>       0      3   2007       WD        Normal          3
## 961         <NA>       0      2   2007       WD        Normal          3
## 962         Shed     400      6   2007       WD        Normal          3
## 963         <NA>       0      4   2007       WD        Normal          3
## 964         <NA>       0      6   2007       WD        Normal          3
## 965         <NA>       0     11   2007       WD        Family          3
## 966         <NA>       0      8   2007       WD       Abnorml          3
## 967         <NA>       0      7   2007       WD        Normal          3
## 968         <NA>       0     10   2007       WD        Normal          3
## 969         <NA>       0      2   2007      COD       Abnorml          2
## 970         <NA>       0      8   2007       WD        Normal          3
## 971         <NA>       0     11   2007       WD        Normal          3
## 972         Shed       0      7   2007       WD        Normal          3
## 973         <NA>       0      3   2007       WD        Normal          3
## 974         <NA>       0      5   2007       WD        Family          3
## 975         <NA>       0     11   2007       WD        Normal          3
## 976         <NA>       0      7   2007       WD        Normal          3
## 977         <NA>       0     12   2007       WD        Normal          3
## 978         <NA>       0     10   2007       WD        Normal          3
## 979         <NA>       0      4   2007       WD        Normal          3
## 980         <NA>       0      7   2007       WD        Normal          3
## 981         <NA>       0      2   2007       WD        Normal          3
## 982         <NA>       0      7   2007       WD        Normal          3
## 983         <NA>       0      5   2007       WD        Normal          3
## 984         <NA>       0      6   2007       WD        Normal          3
## 985         <NA>       0      5   2007    ConLw        Normal          2
## 986         <NA>       0      5   2007       WD        Normal          3
## 987         <NA>       0      5   2007       WD        Normal          3
## 988         <NA>       0      3   2007       WD       Abnorml          3
## 989         <NA>       0      6   2007       WD        Normal          3
## 990         <NA>       0     11   2007       WD        Normal          3
## 991         <NA>       0      7   2007       WD       Partial          3
## 992         <NA>       0      2   2007       WD        Normal          3
## 993         <NA>       0      5   2007       WD        Normal          3
## 994         <NA>       0      5   2007       WD        Normal          3
## 995         <NA>       0      8   2007       WD        Normal          3
## 996         <NA>       0      3   2007       WD        Normal          3
## 997         <NA>       0      3   2007      CWD        Normal          4
## 998         <NA>       0      2   2007       WD        Normal          3
## 999         <NA>       0      7   2007       WD        Normal          3
## 1000        <NA>       0      3   2007       WD        Normal          3
## 1001        <NA>       0      7   2007       WD        Normal          3
## 1002        <NA>       0      7   2007       WD        Normal          3
## 1003        <NA>       0      8   2007       WD        Normal          3
## 1004        <NA>       0      5   2007       WD        Normal          3
## 1005        <NA>       0      2   2007       WD        Normal          3
## 1006        <NA>       0     10   2007    ConLw        Family          2
## 1007        <NA>       0      9   2007       WD        Normal          3
## 1008        <NA>       0      9   2007       WD       AdjLand          3
## 1009        <NA>       0      9   2007       WD       AdjLand          3
## 1010        <NA>       0      4   2007       WD        Normal          3
## 1011        <NA>       0      4   2007       WD        Normal          3
## 1012        <NA>       0      5   2007       WD        Normal          3
## 1013        <NA>       0      2   2007      COD       Abnorml          2
## 1014        <NA>       0      9   2007      COD       Abnorml          2
## 1015        <NA>       0      4   2007       WD        Normal          3
## 1016        <NA>       0      7   2007       WD        Normal          3
## 1017        <NA>       0      3   2007       WD        Normal          3
## 1018        <NA>       0     11   2007       WD        Normal          3
## 1019        <NA>       0      7   2007       WD        Normal          3
## 1020        <NA>       0      5   2007       WD        Normal          3
## 1021        <NA>       0      2   2007       WD        Normal          3
## 1022        <NA>       0      5   2007       WD        Normal          3
## 1023        <NA>       0      1   2007       WD        Normal          3
## 1024        <NA>       0      6   2007       WD        Normal          3
## 1025        <NA>       0      7   2007       WD        Normal          3
## 1026        <NA>       0     12   2007       WD        Normal          3
## 1027        Shed     500      5   2007       WD        Normal          3
## 1028        <NA>       0      7   2007       WD        Normal          3
## 1029        <NA>       0     10   2007       WD        Normal          3
## 1030        <NA>       0     10   2007     <NA>        Normal         NA
## 1031        <NA>       0      5   2007       WD        Normal          3
## 1032        <NA>       0      2   2007       WD        Normal          3
## 1033        <NA>       0      7   2007       WD        Normal          3
## 1034        <NA>       0      3   2007      COD        Normal          2
## 1035        <NA>       0      7   2007       WD        Normal          3
## 1036        <NA>       0      7   2007       WD        Normal          3
## 1037        <NA>       0      5   2007       WD        Normal          3
## 1038        <NA>       0      5   2007       WD        Normal          3
## 1039        <NA>       0      8   2007       WD        Normal          3
## 1040        <NA>       0      7   2007       WD        Normal          3
## 1041        <NA>       0      4   2007       WD        Normal          3
## 1042        <NA>       0      7   2007       WD        Normal          3
## 1043        <NA>       0      3   2007       WD        Normal          3
## 1044        <NA>       0      4   2007       WD        Normal          3
## 1045        <NA>       0      7   2007      CWD        Normal          4
## 1046        <NA>       0      9   2007      New       Partial          5
## 1047        <NA>       0      6   2007      New       Partial          5
## 1048        <NA>       0      9   2007      New       Partial          5
## 1049        <NA>       0      6   2007       WD        Normal          3
## 1050        <NA>       0      6   2007       WD        Normal          3
## 1051        <NA>       0      7   2007       WD        Normal          3
## 1052        <NA>       0     10   2007       WD        Normal          3
## 1053        <NA>       0      5   2007       WD        Normal          3
## 1054        <NA>       0      5   2007       WD        Normal          3
## 1055        <NA>       0      8   2007       WD        Normal          3
## 1056        <NA>       0      5   2007       WD        Normal          3
## 1057        <NA>       0      7   2007       WD        Normal          3
## 1058        <NA>       0      7   2007       WD        Normal          3
## 1059        <NA>       0      3   2007       WD        Normal          3
## 1060        <NA>       0      3   2007       WD        Normal          3
## 1061        <NA>       0      2   2007       WD        Normal          3
## 1062        <NA>       0      7   2007       WD        Normal          3
## 1063        <NA>       0      8   2007       WD        Family          3
## 1064        <NA>       0      7   2007       WD        Normal          3
## 1065        <NA>       0      6   2007       WD        Normal          3
## 1066        <NA>       0      1   2007       WD        Normal          3
## 1067        <NA>       0      1   2007       WD        Normal          3
## 1068        <NA>       0      9   2007      Con        Normal          5
## 1069        <NA>       0      9   2007       WD        Normal          3
## 1070        <NA>       0     10   2007       WD        Normal          3
## 1071        <NA>       0      1   2007       WD        Normal          3
## 1072        <NA>       0      6   2007       WD        Normal          3
## 1073        <NA>       0      8   2007       WD        Normal          3
## 1074        <NA>       0      6   2007       WD        Normal          3
## 1075        <NA>       0      1   2007       WD        Normal          3
## 1076        <NA>       0      6   2007       WD        Normal          3
## 1077        <NA>       0      1   2007       WD        Normal          3
## 1078        <NA>       0      6   2007      New       Partial          5
## 1079        <NA>       0     10   2007       WD        Normal          3
## 1080        <NA>       0      7   2007      New       Partial          5
## 1081        <NA>       0      5   2007       WD        Normal          3
## 1082        <NA>       0      6   2007       WD        Normal          3
## 1083        Shed     450      8   2007       WD       Abnorml          3
## 1084        <NA>       0      6   2007      COD        Normal          2
## 1085        <NA>       0      7   2007       WD        Normal          3
## 1086        <NA>       0      6   2007       WD        Normal          3
## 1087        <NA>       0      4   2007       WD        Normal          3
## 1088        <NA>       0      2   2007       WD        Normal          3
## 1089        <NA>       0      5   2007       WD        Normal          3
## 1090        <NA>   17000     10   2007      New       Partial          5
## 1091        <NA>       0      5   2007       WD        Normal          3
## 1092        <NA>       0     12   2007       WD        Normal          3
## 1093        <NA>       0      9   2007       WD        Normal          3
## 1094        <NA>       0      7   2007       WD       Abnorml          3
## 1095        <NA>       0      8   2007       WD        Normal          3
## 1096        <NA>       0      7   2007       WD        Normal          3
## 1097        <NA>       0     10   2007      COD        Family          2
## 1098        Shed    1512      1   2007       WD       AdjLand          3
## 1099        <NA>       0      4   2007       WD        Normal          3
## 1100        <NA>       0      8   2007       WD        Normal          3
## 1101        <NA>       0      6   2007       WD        Normal          3
## 1102        <NA>       0      4   2007      CWD        Normal          4
## 1103        <NA>       0      7   2007       WD        Normal          3
## 1104        <NA>       0     10   2007       WD        Normal          3
## 1105        <NA>       0      6   2007       WD        Normal          3
## 1106        <NA>       0     11   2007       WD        Normal          3
## 1107        <NA>       0     10   2007       WD        Normal          3
## 1108        <NA>       0      5   2007       WD        Normal          3
## 1109        <NA>       0      9   2007      CWD        Normal          4
## 1110        <NA>       0     12   2007       WD        Normal          3
## 1111        <NA>       0      6   2007       WD        Normal          3
## 1112        <NA>       0      3   2007       WD        Normal          3
## 1113        <NA>       0      2   2007       WD        Normal          3
## 1114        <NA>       0      8   2007       WD        Normal          3
## 1115        <NA>       0      5   2007       WD        Normal          3
## 1116        <NA>       0      9   2007       WD        Normal          3
## 1117        <NA>       0      3   2007       WD        Alloca          3
## 1118        <NA>       0      9   2007       WD        Normal          3
## 1119        <NA>       0      3   2007       WD        Normal          3
## 1120        <NA>       0      6   2007       WD        Normal          3
## 1121        <NA>       0      8   2007       WD       Abnorml          3
## 1122        <NA>       0     11   2007       WD        Normal          3
## 1123        <NA>       0     10   2007      New       Partial          5
## 1124        <NA>       0      1   2007       WD        Normal          3
## 1125        <NA>       0     12   2007       WD        Normal          3
## 1126        <NA>       0      7   2007       WD        Normal          3
## 1127        <NA>       0      5   2007       WD        Normal          3
## 1128        <NA>       0      3   2007       WD        Normal          3
## 1129        <NA>       0      4   2007       WD        Normal          3
## 1130        <NA>       0     10   2007       WD        Normal          3
## 1131        <NA>       0      7   2007       WD        Normal          3
## 1132        <NA>       0      4   2007      New       Partial          5
## 1133        <NA>       0      9   2007      New       Partial          5
## 1134        <NA>       0      7   2007       WD        Normal          3
## 1135        <NA>       0      1   2007       WD        Normal          3
## 1136        <NA>       0      4   2007       WD        Normal          3
## 1137        <NA>       0     11   2007       WD        Normal          3
## 1138        <NA>       0      7   2007       WD        Normal          3
## 1139        <NA>       0      9   2007      New       Partial          5
## 1140        <NA>       0      6   2007       WD        Normal          3
## 1141        <NA>       0      6   2007       WD        Normal          3
## 1142        <NA>       0      5   2007       WD        Normal          3
## 1143        <NA>       0      7   2007       WD        Normal          3
## 1144        <NA>       0      5   2007       WD        Normal          3
## 1145        <NA>       0      4   2007      COD        Normal          2
## 1146        <NA>       0      7   2007       WD        Normal          3
## 1147        <NA>       0      9   2007       WD        Normal          3
## 1148        <NA>       0      5   2007       WD        Normal          3
## 1149        <NA>       0      6   2007       WD        Normal          3
## 1150        <NA>       0      9   2007       WD        Normal          3
## 1151        <NA>       0     11   2007      COD       Abnorml          2
## 1152        <NA>       0      6   2007       WD        Normal          3
## 1153        <NA>       0      5   2007       WD        Normal          3
## 1154        <NA>       0     12   2007       WD        Normal          3
## 1155        <NA>       0      5   2006       WD        Normal          3
## 1156        <NA>       0      8   2006       WD        Normal          3
## 1157        <NA>       0      6   2006       WD        Normal          3
## 1158        <NA>       0     10   2006       WD       Abnorml          3
## 1159        <NA>       0      3   2006       WD        Normal          3
## 1160        <NA>       0      5   2006       WD        Normal          3
## 1161        <NA>       0      2   2006       WD        Normal          3
## 1162        <NA>       0      5   2006       WD        Normal          3
## 1163        <NA>       0      1   2006       WD        Normal          3
## 1164        <NA>       0      5   2006      New       Partial          5
## 1165        <NA>       0     12   2006       WD        Normal          3
## 1166        <NA>       0      7   2006       WD        Normal          3
## 1167        <NA>       0      8   2006       WD        Normal          3
## 1168        <NA>       0      3   2006      New       Partial          5
## 1169        <NA>       0      9   2006      New       Partial          5
## 1170        <NA>       0      7   2006      New       Partial          5
## 1171        <NA>       0      7   2006      New       Partial          5
## 1172        <NA>       0      1   2006      New       Partial          5
## 1173        <NA>       0      8   2006       WD        Normal          3
## 1174        <NA>       0      9   2006       WD        Normal          3
## 1175        <NA>       0      6   2006       WD        Normal          3
## 1176        <NA>       0      7   2006       WD        Normal          3
## 1177        <NA>       0      7   2006       WD        Normal          3
## 1178        <NA>       0      6   2006      New       Partial          5
## 1179        <NA>       0      6   2006       WD        Normal          3
## 1180        <NA>       0      6   2006       WD        Normal          3
## 1181        <NA>       0      3   2006       WD        Normal          3
## 1182        <NA>       0      9   2006       WD        Normal          3
## 1183        <NA>       0     12   2006       WD        Normal          3
## 1184        <NA>       0      6   2006       WD        Normal          3
## 1185        <NA>       0      7   2006       WD        Normal          3
## 1186        <NA>       0      7   2006       WD        Normal          3
## 1187        <NA>       0     10   2006       WD        Normal          3
## 1188        <NA>       0      7   2006       WD        Normal          3
## 1189        <NA>       0      9   2006       WD        Normal          3
## 1190        <NA>       0      4   2006       WD        Normal          3
## 1191        <NA>       0      7   2006       WD        Normal          3
## 1192        <NA>       0      8   2006      New       Partial          5
## 1193        <NA>       0      7   2006       WD        Normal          3
## 1194        <NA>       0      9   2006      New       Partial          5
## 1195        <NA>       0      6   2006       WD        Normal          3
## 1196        <NA>       0      8   2006      New       Partial          5
## 1197        <NA>       0      5   2006      New       Partial          5
## 1198        <NA>       0      7   2006      New       Partial          5
## 1199        <NA>       0     11   2006      New       Partial          5
## 1200        <NA>       0      8   2006      New       Partial          5
## 1201        <NA>       0      3   2006      New       Partial          5
## 1202        <NA>       0      8   2006       WD        Normal          3
## 1203        <NA>       0      2   2006       WD        Normal          3
## 1204        <NA>       0      3   2006       WD        Normal          3
##      vnMSZoning predictHousePrice
## 1             3         114257.39
## 2             4         164553.07
## 3             4         170015.59
## 4             4         191515.84
## 5             4         244278.02
## 6             4         179880.87
## 7             4         163914.01
## 8             4         171709.57
## 9             4         185225.69
## 10            4         112228.52
## 11            3         190243.86
## 12            2          99495.38
## 13            2          93354.46
## 14            4         159020.40
## 15            4         129241.55
## 16            4         389984.87
## 17            4         248029.51
## 18            4         337964.80
## 19            4         327833.15
## 20            4         428829.36
## 21            4         290210.72
## 22            4         236070.31
## 23            4         182177.24
## 24            4         170732.25
## 25            4         180086.27
## 26            4         205742.95
## 27            4         365195.01
## 28            4         230067.23
## 29            5         193557.10
## 30            5         236826.55
## 31            4         200633.06
## 32            3         123590.36
## 33            4         177064.83
## 34            4         312183.45
## 35            4         308756.66
## 36            5         250033.40
## 37            5         208893.31
## 38            5         181209.16
## 39            5         181209.16
## 40            5         171092.40
## 41            5         183547.14
## 42            5         173978.72
## 43            5         255260.91
## 44            5         230947.90
## 45            5         210809.51
## 46            4         196110.13
## 47            4         228281.83
## 48            4         189642.98
## 49            4         167682.66
## 50            4         140592.89
## 51            4         138142.44
## 52            4         169381.75
## 53            4         164106.11
## 54            4                NA
## 55            4         192045.79
## 56            4         155714.96
## 57            4         151444.87
## 58            4         161619.57
## 59            4         192738.84
## 60            4         133739.32
## 61            4         137923.00
## 62            4         165800.55
## 63            4         122280.77
## 64            4         114015.16
## 65            4         118740.34
## 66            4         120207.14
## 67            4          95730.65
## 68            4         139419.64
## 69            4         135999.12
## 70            4         163026.54
## 71            2         123120.59
## 72            2                NA
## 73            2         139320.44
## 74            2         117445.34
## 75            2         146516.62
## 76            2         113734.28
## 77            2          48102.24
## 78            2         169015.00
## 79            2         188312.17
## 80            2                NA
## 81            2         128294.81
## 82            2         149445.78
## 83            4         202877.66
## 84            2          98401.55
## 85            2         129847.70
## 86            2         132486.08
## 87            2         147601.15
## 88            2         147964.24
## 89            2         120987.03
## 90            2         142488.40
## 91            2         115495.87
## 92            2         134043.38
## 93            2                NA
## 94            2         123571.44
## 95            4         191762.21
## 96            4                NA
## 97            4                NA
## 98            4          99273.81
## 99            1                NA
## 100           3         129458.66
## 101           4                NA
## 102           4         128226.97
## 103           4         117438.62
## 104           4         160178.50
## 105           4         143114.85
## 106           4         208775.95
## 107           4          87032.37
## 108           4         235130.29
## 109           4         101965.84
## 110           4         121008.67
## 111           4         110881.18
## 112           4         122989.71
## 113           4         176547.10
## 114           4         122914.65
## 115           4         197289.54
## 116           4         196144.56
## 117           4         189821.17
## 118           4         148142.11
## 119           4         134490.49
## 120           4         197982.96
## 121           4         135034.40
## 122           4         127928.29
## 123           4         251095.54
## 124           4         234117.55
## 125           2         157875.40
## 126           4                NA
## 127           4          86889.27
## 128           4         119194.26
## 129           4          83753.32
## 130           4         121792.19
## 131           4                NA
## 132           4         109997.31
## 133           4         104545.74
## 134           3                NA
## 135           4                NA
## 136           4         231633.07
## 137           4         206344.07
## 138           4         211837.82
## 139           2         158021.87
## 140           2         160404.35
## 141           2          39232.85
## 142           2         114944.46
## 143           1          71894.83
## 144           2         281970.62
## 145           4         217693.27
## 146           4         166870.43
## 147           4         207384.27
## 148           4         212334.79
## 149           4         197525.64
## 150           4         169126.65
## 151           4         138963.01
## 152           4         203906.44
## 153           4         151862.64
## 154           2         100931.56
## 155           2                NA
## 156           2                NA
## 157           2          86828.39
## 158           4         117120.99
## 159           4         125089.14
## 160           4         202924.20
## 161           4         134278.70
## 162           4         156424.26
## 163           4         222626.46
## 164           4         198424.21
## 165           4         120892.73
## 166           4         167604.05
## 167           4         181298.15
## 168           4         247352.10
## 169           4         184358.01
## 170           4         362109.52
## 171           4         256458.42
## 172           4         272264.06
## 173           4         169981.81
## 174           4         180319.82
## 175           4         181921.99
## 176           4         164653.11
## 177           4         176179.25
## 178           4         211774.37
## 179           4         182838.65
## 180           4         246220.41
## 181           4         185940.97
## 182           5         249258.96
## 183           5         240022.74
## 184           5         229354.13
## 185           4         170438.85
## 186           4         149704.75
## 187           4         163565.22
## 188           4         137678.72
## 189           4         125030.91
## 190           4         101576.20
## 191           4         101710.96
## 192           2          99764.90
## 193           2          99630.14
## 194           4         155260.90
## 195           4         147429.29
## 196           4         148679.37
## 197           4         152426.18
## 198           4         155665.37
## 199           4         130299.38
## 200           4         126078.53
## 201           4         414906.11
## 202           4         374886.76
## 203           4         375639.10
## 204           4         436532.72
## 205           4         356779.32
## 206           4         302380.77
## 207           4         363133.68
## 208           4         357174.31
## 209           4         326537.93
## 210           4         367319.62
## 211           4         255904.32
## 212           4         387766.68
## 213           4         287905.51
## 214           4         251602.80
## 215           4         211111.74
## 216           4         207658.54
## 217           4         223255.00
## 218           4         424810.70
## 219           4         359018.49
## 220           4         372960.40
## 221           4         338097.84
## 222           4         291109.97
## 223           4         225976.85
## 224           4         190242.21
## 225           4         180189.71
## 226           4         175578.06
## 227           4         180086.27
## 228           4         201068.58
## 229           4         198922.41
## 230           4         192530.90
## 231           4         183869.25
## 232           4         264019.39
## 233           4         180086.27
## 234           4         174464.61
## 235           4         168718.82
## 236           4         239170.50
## 237           4         175994.65
## 238           4         333581.57
## 239           4         318522.78
## 240           4         289884.86
## 241           4         305444.17
## 242           4         237178.68
## 243           4         240239.48
## 244           4         237442.37
## 245           4         258422.90
## 246           4         391430.27
## 247           5         247119.23
## 248           5         205641.36
## 249           5         238033.70
## 250           5         219112.74
## 251           5         267072.62
## 252           5         252828.50
## 253           5         251477.26
## 254           5         214995.14
## 255           5         206948.09
## 256           4         185707.02
## 257           4         180458.87
## 258           4                NA
## 259           4         208191.19
## 260           4         217345.36
## 261           4         175292.11
## 262           4                NA
## 263           4         154241.48
## 264           4         201753.65
## 265           4         223647.71
## 266           4         190215.50
## 267           4         179478.48
## 268           4         192116.50
## 269           4         163729.01
## 270           4                NA
## 271           4         124333.37
## 272           4         116495.32
## 273           4         116495.32
## 274           4         127969.11
## 275           4         130138.36
## 276           4         119817.65
## 277           4         282015.99
## 278           4         263253.16
## 279           5         289456.58
## 280           5         221496.74
## 281           5         187841.25
## 282           5         183547.14
## 283           5         191354.06
## 284           4         317967.58
## 285           4         251436.28
## 286           4         265017.93
## 287           4         211593.28
## 288           4         229824.49
## 289           4         149865.81
## 290           4         152062.20
## 291           4         224110.06
## 292           4         122642.37
## 293           4         159936.40
## 294           4         208825.08
## 295           4         160387.67
## 296           4         102220.87
## 297           4         112107.34
## 298           4         130375.99
## 299           4         157708.60
## 300           4         154985.60
## 301           4         141203.61
## 302           4         183233.62
## 303           4         184390.01
## 304           4         121047.69
## 305           4         177320.15
## 306           4         167113.97
## 307           4         181854.13
## 308           4         131232.33
## 309           4         167148.58
## 310           4         139942.37
## 311           4         137253.10
## 312           4         155654.95
## 313           4         122002.59
## 314           4         179018.38
## 315           4         136595.74
## 316           4         119097.87
## 317           4          98568.33
## 318           4         129335.85
## 319           4                NA
## 320           4         164219.45
## 321           4         142664.50
## 322           4          68884.56
## 323           4         125926.02
## 324           4          71787.35
## 325           4         145739.49
## 326           4         171969.98
## 327           4         157956.09
## 328           4                NA
## 329           4         108320.64
## 330           4          53612.67
## 331           4         218008.53
## 332           4         158926.18
## 333           4         126600.94
## 334           4         136845.23
## 335           4         139855.54
## 336           4         127478.19
## 337           4         134868.59
## 338           4         126830.98
## 339           4         102398.23
## 340           4         124033.16
## 341           4         127911.70
## 342           4         153521.49
## 343           4         169431.82
## 344           4         128545.48
## 345           4         139783.85
## 346           2         142097.23
## 347           2         158487.88
## 348           2         111646.80
## 349           2                NA
## 350           2         126060.02
## 351           2                NA
## 352           2                NA
## 353           2         117647.70
## 354           2          76340.27
## 355           2                NA
## 356           2          78636.06
## 357           2         111130.21
## 358           2         193945.56
## 359           2         159443.10
## 360           1                NA
## 361           2         123230.71
## 362           2         142932.82
## 363           1                NA
## 364           4         159292.34
## 365           4         137243.44
## 366           2         123314.25
## 367           2         115390.05
## 368           2         146236.98
## 369           2         121114.70
## 370           2         151875.02
## 371           2         165935.71
## 372           2                NA
## 373           2         158127.65
## 374           2         134500.07
## 375           2                NA
## 376           2         153154.32
## 377           2                NA
## 378           2         129828.10
## 379           4          78363.76
## 380           4                NA
## 381           4         115020.95
## 382           4          98154.54
## 383           4         139245.49
## 384           4         140528.25
## 385           4         156089.74
## 386           4         149673.97
## 387           4         200730.70
## 388           4                NA
## 389           4                NA
## 390           4         107227.88
## 391           4         149589.46
## 392           4         110202.05
## 393           4         125528.20
## 394           4         169763.67
## 395           4         161037.96
## 396           4         214249.44
## 397           4                NA
## 398           4                NA
## 399           4                NA
## 400           4         155275.88
## 401           4                NA
## 402           4         294336.20
## 403           4         294336.20
## 404           4         294336.20
## 405           4         331913.24
## 406           4         330770.43
## 407           4         217901.41
## 408           4         275204.76
## 409           4         193792.91
## 410           4         203690.17
## 411           4         258709.38
## 412           4         184228.56
## 413           4         231900.56
## 414           4         141567.64
## 415           4         203479.38
## 416           4         190892.93
## 417           4         203258.59
## 418           4         206538.44
## 419           4         129872.38
## 420           4         131395.07
## 421           4         213842.19
## 422           4         245284.91
## 423           4         206689.92
## 424           4         215468.22
## 425           4         225138.99
## 426           4         280114.86
## 427           4         197914.60
## 428           4         226246.13
## 429           4         181548.94
## 430           4         107899.68
## 431           2         125142.92
## 432           4          82536.38
## 433           4         120029.94
## 434           4                NA
## 435           4         132407.89
## 436           4         110053.66
## 437           3         112142.88
## 438           4         118130.84
## 439           4         170328.76
## 440           4         171561.86
## 441           4         171282.77
## 442           4         167150.89
## 443           4         241897.10
## 444           4         155650.71
## 445           4         208252.04
## 446           4         167874.40
## 447           4         209982.90
## 448           2         108930.08
## 449           2         137579.12
## 450           2         127891.66
## 451           4         215088.09
## 452           4         300497.13
## 453           2         164510.25
## 454           1          64276.59
## 455           2         333761.27
## 456          NA                NA
## 457           4         235088.96
## 458           4         133151.68
## 459           4         153961.81
## 460           4         167225.88
## 461           4         369168.05
## 462           4         340247.45
## 463           4         231864.11
## 464           4         224016.66
## 465           4         236949.88
## 466           4         362492.08
## 467           4         135477.46
## 468           4         148955.12
## 469           4         111327.52
## 470           4         142870.56
## 471           4         118839.55
## 472           4         135049.71
## 473           4         153051.57
## 474           4         181693.63
## 475           4         169646.36
## 476           4         180905.30
## 477           4         182027.32
## 478           4         162849.73
## 479           4         310048.03
## 480           4         244278.02
## 481           4         182429.44
## 482           4         193216.66
## 483           4         247658.98
## 484           4         372523.60
## 485           4         388492.36
## 486           4         171634.81
## 487           4         370988.95
## 488           4         173145.12
## 489           4         236535.65
## 490           4         165860.66
## 491           4         237443.66
## 492           4         219130.89
## 493           4         171400.12
## 494           4         197316.85
## 495           4         135889.00
## 496           4         264455.57
## 497           4         168651.74
## 498           4         244856.90
## 499           4         159688.85
## 500           4         105299.72
## 501           4         112801.34
## 502           2          99764.90
## 503           2          99630.14
## 504           2         106106.33
## 505           4         151514.09
## 506           4         144559.64
## 507           4         289503.50
## 508           4         376285.76
## 509           4         377208.55
## 510           4         392144.31
## 511           4         424301.24
## 512           4         363985.73
## 513           4         292568.25
## 514           4         347240.84
## 515           4         423844.88
## 516           4         256121.37
## 517           4         339118.25
## 518           4         346389.33
## 519           4         338758.08
## 520           4         223722.87
## 521           4         360894.65
## 522           4         240563.64
## 523           4         234210.89
## 524           4         225598.37
## 525           4         190215.77
## 526           2         189535.65
## 527           4         175827.71
## 528           4         182046.97
## 529           4         204714.93
## 530           4         217990.77
## 531           4         223255.00
## 532           4         199303.39
## 533           4         187415.57
## 534           4         227527.41
## 535           4         193694.69
## 536           4         310720.83
## 537           4         383388.47
## 538           4         315538.54
## 539           4         319561.70
## 540           4         320084.41
## 541           4         296446.24
## 542           4         246822.63
## 543           4         239424.84
## 544           4         239167.17
## 545           4         260456.96
## 546           5         215370.65
## 547           5         241005.99
## 548           5         199640.34
## 549           4         190365.59
## 550           4         200763.93
## 551           4                NA
## 552           4         188846.23
## 553           4         183614.86
## 554           4         189125.64
## 555           4         199205.07
## 556           4         189026.44
## 557           4         209273.60
## 558           4         127837.99
## 559           4         126182.79
## 560           4         119165.22
## 561           4         115841.76
## 562           4         209135.58
## 563           4         157981.22
## 564           4         298842.34
## 565           4         362713.46
## 566           5         194501.68
## 567           5         169330.46
## 568           5         189460.60
## 569           5         177931.98
## 570           5         279210.10
## 571           5         254977.44
## 572           5         297582.69
## 573           5         267762.73
## 574           5         188672.97
## 575           5         214332.30
## 576           5         214623.88
## 577           5         215651.68
## 578           5         338898.21
## 579           4         238261.65
## 580           4         321328.14
## 581           4         306179.14
## 582           5         207352.86
## 583           4         169683.76
## 584           4         189829.30
## 585           4         200827.61
## 586           4         167175.76
## 587           4         140380.59
## 588           4         114133.96
## 589           4         170797.41
## 590           4         188270.48
## 591           4                NA
## 592           4         132083.01
## 593           4         141901.34
## 594           4          89949.34
## 595           4         150625.90
## 596           4         141736.56
## 597           4         125825.16
## 598           4         194958.77
## 599           4         135661.26
## 600           4         160301.93
## 601           4         170917.77
## 602           4         130745.15
## 603           4         119217.56
## 604           4         130424.21
## 605           4         117603.66
## 606           4         181475.03
## 607           4                NA
## 608           4         176094.50
## 609           4                NA
## 610           4         105640.68
## 611           4          67897.74
## 612           4         121325.99
## 613           4         132425.17
## 614           4         168854.38
## 615           4         138666.02
## 616           4         107807.04
## 617           4         150930.85
## 618           4         123336.06
## 619           4         143785.16
## 620           4         130577.63
## 621           4         143534.76
## 622           4                NA
## 623           4         145326.41
## 624           4         108843.66
## 625           4         129447.51
## 626           2         117873.47
## 627           2         117343.05
## 628           2         112286.73
## 629           2          78497.81
## 630           2         137592.52
## 631           2                NA
## 632           2         121421.61
## 633           2         162015.22
## 634           2                NA
## 635           2         136130.65
## 636           2          86248.55
## 637           2                NA
## 638           2         127853.13
## 639           2          29687.07
## 640           2                NA
## 641           2         122536.48
## 642           2         141088.06
## 643           2          88318.52
## 644           2         167710.30
## 645           2                NA
## 646           2          47525.50
## 647           2         200729.26
## 648           2          98859.02
## 649           2          96974.63
## 650           4         121270.44
## 651           2         179708.33
## 652           4         154725.28
## 653           2         132726.51
## 654           2         131382.10
## 655           2         172613.46
## 656           2         112811.80
## 657           2         151737.51
## 658           2         142918.90
## 659           2         128978.10
## 660           2         121738.34
## 661           2                NA
## 662           2         106345.61
## 663           2                NA
## 664           2         191943.50
## 665           2         148406.13
## 666           4         168916.88
## 667           2                NA
## 668           2         134984.08
## 669           2          99387.45
## 670           2         142546.03
## 671           2         171159.26
## 672           2         116848.94
## 673           2         119382.30
## 674           2         124730.02
## 675           2          77558.19
## 676           2                NA
## 677           4         124480.74
## 678           4         137899.56
## 679           4         144669.33
## 680           4         138595.74
## 681           4         140423.46
## 682           4         134287.30
## 683           4         134917.78
## 684           4         132093.19
## 685           4         142284.42
## 686           4         145858.15
## 687           4         187491.74
## 688           4         142244.11
## 689           4         128430.23
## 690           4         222332.24
## 691           4         121685.66
## 692           4                NA
## 693           4         145869.09
## 694           4                NA
## 695           4         119142.91
## 696           4         254584.98
## 697           4         211135.67
## 698           4         225297.05
## 699           4         221631.31
## 700           4         191953.97
## 701           4         227528.58
## 702           4         312499.01
## 703           4         339915.96
## 704           4         220497.78
## 705           4         198961.26
## 706           4         137540.32
## 707           4         203690.99
## 708           4         199278.95
## 709           4         201834.62
## 710           4         212753.71
## 711           4         142189.17
## 712           4         141614.09
## 713           4         171464.37
## 714           4         235177.08
## 715           4         256829.42
## 716           4         270938.06
## 717           4         241335.64
## 718           4         217278.30
## 719           2         151657.41
## 720           2         206777.06
## 721           4         200717.31
## 722           4         212128.33
## 723           4         198472.93
## 724           4         109837.19
## 725           4          99370.72
## 726           4         125522.48
## 727           4         126560.50
## 728           4         140506.14
## 729           4                NA
## 730           4                NA
## 731           4                NA
## 732           4                NA
## 733           4                NA
## 734           4                NA
## 735           4          87163.18
## 736           4         121826.31
## 737           4         109007.81
## 738           4         148935.37
## 739           4         157729.89
## 740           4         165701.88
## 741           4         161175.56
## 742           4         205444.31
## 743           4         181789.30
## 744           4         201010.51
## 745           4         162335.72
## 746           4         175322.32
## 747           4         227031.09
## 748           4         245239.40
## 749           4         208621.96
## 750           2         108007.00
## 751           2         111045.11
## 752           2         114242.95
## 753           2                NA
## 754           2         121599.18
## 755           2          95800.51
## 756           2         168499.48
## 757          NA                NA
## 758           1                NA
## 759           1                NA
## 760           1          67286.83
## 761           2         333761.27
## 762           2         298971.23
## 763           4         267731.82
## 764           4         200889.92
## 765           4                NA
## 766           4         161524.60
## 767           4         215925.90
## 768           4         269472.68
## 769           4         238189.42
## 770           4         168469.89
## 771           4         215922.68
## 772           4         191291.65
## 773           4         182097.67
## 774           4         262818.98
## 775           4         247488.63
## 776           4         252480.37
## 777           4         298025.84
## 778           2         185077.03
## 779           4                NA
## 780           2         189284.90
## 781           4         134521.69
## 782           2         104405.57
## 783           2         117778.11
## 784           2          83704.94
## 785           2          82587.19
## 786           4         144750.59
## 787           2                NA
## 788           4         115061.07
## 789           4         126539.60
## 790           4         119606.97
## 791          NA         137281.33
## 792           4         174255.92
## 793           4         160537.22
## 794           4         175444.99
## 795           4         186371.39
## 796           4         193130.67
## 797           4         215770.30
## 798           4         179262.18
## 799           4         175336.92
## 800           4         150554.27
## 801           4         227117.31
## 802           4         246068.74
## 803           4         374198.43
## 804           4         395520.53
## 805           4         149250.76
## 806           4         348459.49
## 807           4         341634.98
## 808           4         406028.33
## 809           4         158181.49
## 810           4         179757.74
## 811           4         211408.03
## 812           4         211480.55
## 813           4         169801.16
## 814           4         163552.39
## 815           4         160175.85
## 816           4         189241.03
## 817           4         183287.24
## 818           4         141965.18
## 819           4         158715.81
## 820           4         103683.78
## 821           3         177312.32
## 822           3         177960.89
## 823           2         105637.43
## 824           2         153073.08
## 825           4         144799.18
## 826           4         121285.19
## 827           4         367721.08
## 828           4         290453.66
## 829           4         292251.88
## 830           4         405130.10
## 831           4         357481.33
## 832           4         394419.47
## 833           4         417185.97
## 834           4         389949.14
## 835           4         412324.56
## 836           4         275076.75
## 837           4         354512.96
## 838           4         367245.46
## 839           4         348306.55
## 840           4         323637.53
## 841           4         318069.85
## 842           4         240125.57
## 843           4         259244.65
## 844           4         257228.73
## 845           4         206887.61
## 846           4         206887.61
## 847           4         211377.37
## 848           4         248289.32
## 849           4         345816.23
## 850           4         239368.30
## 851           4         225976.85
## 852           4         172202.88
## 853           4         182842.77
## 854           4         190984.82
## 855           4         174094.18
## 856           4         182576.04
## 857           4         184915.80
## 858           4         181266.68
## 859           4         190511.72
## 860           4         183514.98
## 861           4         208630.40
## 862           4         178902.33
## 863           4         175482.39
## 864           4         180086.27
## 865           4         201058.68
## 866           4         180930.37
## 867           4         216130.93
## 868           4         218418.75
## 869           4         178839.05
## 870           4         176907.00
## 871           4         338532.37
## 872           4         402861.38
## 873           4         333373.12
## 874           4         306076.79
## 875           4         335520.79
## 876           4         323479.63
## 877           4         200210.92
## 878           4         223712.90
## 879           4         232329.22
## 880           4         369474.48
## 881           4         211275.04
## 882           4         226281.99
## 883           4         211933.91
## 884           4         226178.88
## 885           4         236586.43
## 886           5         213269.97
## 887           5         200922.53
## 888           5         234123.42
## 889           5         176160.54
## 890           5         301342.15
## 891           5         287037.92
## 892           5         242531.43
## 893           5         239777.12
## 894           4                NA
## 895           4                NA
## 896           4         149802.29
## 897           4         203438.20
## 898           4         195593.43
## 899           4         155976.51
## 900           4         119720.58
## 901           4         138583.35
## 902           4         281468.62
## 903           4         128820.78
## 904           4         154486.23
## 905           5         221874.76
## 906           5         206895.08
## 907           5         233619.41
## 908           5         234918.73
## 909           5         233566.39
## 910           5         175582.72
## 911           5         186532.66
## 912           5         198070.55
## 913           5         272283.50
## 914           5         292981.19
## 915           4         255218.03
## 916           4         286825.11
## 917           4         313596.93
## 918           4         146590.06
## 919           4         210660.68
## 920           4         140336.84
## 921           4         165707.55
## 922           4         195453.70
## 923           4         204785.83
## 924           4         214828.16
## 925           4         147099.32
## 926           4         149819.79
## 927           4         139354.73
## 928           4                NA
## 929           4         132192.50
## 930           4         131289.67
## 931           4         128474.60
## 932           4         114234.33
## 933           4         162545.98
## 934           4         140359.44
## 935           4         191208.72
## 936           4         157505.34
## 937           4         188193.86
## 938           4         110966.94
## 939           4                NA
## 940           4                NA
## 941           4         108030.03
## 942           4         138760.43
## 943           4         160045.19
## 944           4         142133.20
## 945           4         152764.81
## 946           4         141424.33
## 947           4         114328.29
## 948           4         137989.11
## 949           4         133940.48
## 950           4         173951.43
## 951           4         115689.47
## 952           4         147382.36
## 953           4         138048.05
## 954           4         164193.79
## 955           4         158697.63
## 956           4         128755.75
## 957           4         144456.99
## 958           4         125441.40
## 959           4         131396.32
## 960           4         115584.25
## 961           4         151273.67
## 962           4         100868.75
## 963           4                NA
## 964           4         159733.10
## 965           4         224864.51
## 966           4         107159.30
## 967           4                NA
## 968           4         173269.10
## 969           4         114529.51
## 970           4         131177.48
## 971           4         129199.20
## 972           4         136586.79
## 973           4         135397.57
## 974           4         140448.43
## 975           4         146309.23
## 976           4                NA
## 977           4         112511.61
## 978           4         119698.61
## 979           2          98333.14
## 980           2         126340.38
## 981           2          92377.40
## 982           2          99412.08
## 983           2         104469.33
## 984           2         111523.24
## 985           2          82266.95
## 986           2         127766.59
## 987           2         176864.54
## 988           2         141231.27
## 989           2         104904.29
## 990           2         142372.19
## 991           2         124693.69
## 992           2         188612.71
## 993           2                NA
## 994           2                NA
## 995           4         115008.54
## 996           2         135401.49
## 997           2         127385.21
## 998           2         134602.28
## 999           2         107910.91
## 1000          2         147688.72
## 1001          2         128251.15
## 1002          2         137263.03
## 1003          2         135647.15
## 1004          2         177463.16
## 1005          4         151711.23
## 1006          4         123548.77
## 1007          2         147638.68
## 1008          2         100890.00
## 1009          2         108975.56
## 1010          2         181666.17
## 1011          2         197427.35
## 1012          2         175541.26
## 1013          2         108800.24
## 1014          2          97482.11
## 1015          4         217874.58
## 1016          4         110572.75
## 1017          4         123514.41
## 1018          4         154465.36
## 1019          4         114249.62
## 1020          4         124460.16
## 1021          4         131961.09
## 1022          4         115438.97
## 1023          4         122367.55
## 1024          4         122550.07
## 1025          4         130044.13
## 1026          4         147398.13
## 1027          4         195295.06
## 1028          4         165603.33
## 1029          4         160342.01
## 1030          4         136495.89
## 1031          4                NA
## 1032          4         205061.47
## 1033          4         117079.65
## 1034          4         134590.15
## 1035          4          91851.51
## 1036          4         256971.76
## 1037          4         154240.25
## 1038          4          95623.92
## 1039          4                NA
## 1040          4         109680.58
## 1041          4         120398.63
## 1042          4         126596.14
## 1043          4          89492.42
## 1044          4         199112.09
## 1045          4         213011.28
## 1046          4         236132.29
## 1047          4         268610.60
## 1048          4         229779.54
## 1049          4         210663.48
## 1050          4         219564.83
## 1051          4         192334.96
## 1052          4         211201.32
## 1053          4         210662.29
## 1054          4         240985.76
## 1055          4         139665.37
## 1056          4         172618.94
## 1057          4         137540.32
## 1058          4         144915.45
## 1059          4         216113.99
## 1060          4         198060.88
## 1061          4         204929.48
## 1062          4         221031.86
## 1063          4         127946.12
## 1064          4         137769.63
## 1065          4         137695.08
## 1066          4         138569.85
## 1067          4         132300.46
## 1068          4         128269.81
## 1069          4         175289.90
## 1070          4         116978.17
## 1071          4         219346.55
## 1072          4         219383.46
## 1073          4         213587.73
## 1074          4         229973.39
## 1075          4         271934.76
## 1076          4         219298.45
## 1077          4         207749.53
## 1078          4         193395.50
## 1079          4         186655.59
## 1080          4         190793.47
## 1081          4         193994.89
## 1082          4         178912.34
## 1083          4          98689.27
## 1084          4          97153.83
## 1085          4         113652.65
## 1086          4         136276.56
## 1087          4         118543.61
## 1088          4                NA
## 1089          4         133345.50
## 1090          4         541635.93
## 1091          2         134830.38
## 1092          4          93190.60
## 1093          4                NA
## 1094          4                NA
## 1095          4          96997.05
## 1096          4          74825.32
## 1097          4          81200.46
## 1098          4                NA
## 1099          4         170158.58
## 1100          4         164774.68
## 1101          4         164688.20
## 1102          4         169870.83
## 1103          4         173532.13
## 1104          4         211333.12
## 1105          4                NA
## 1106          4         178887.62
## 1107          4         159590.87
## 1108          4         201327.58
## 1109          4         197206.50
## 1110          2         108643.26
## 1111          4         196151.50
## 1112          2         141047.43
## 1113          4         229789.77
## 1114          4         276570.06
## 1115          2         143524.40
## 1116          2                NA
## 1117          2                NA
## 1118          2          92089.25
## 1119          2                NA
## 1120          1                NA
## 1121          1         101859.04
## 1122          1         109670.23
## 1123          2         247978.31
## 1124          4         165779.84
## 1125          4         172848.95
## 1126          4         190290.98
## 1127          4         183290.99
## 1128          4         143630.85
## 1129          4         137906.23
## 1130          4         219972.75
## 1131          4         223307.39
## 1132          4         235017.76
## 1133          4         261077.21
## 1134          4         195956.21
## 1135          4         243946.11
## 1136          4         261965.18
## 1137          4         231687.82
## 1138          4         264223.85
## 1139          4         364144.00
## 1140          4                NA
## 1141          2         177411.71
## 1142          2          86828.39
## 1143          2          89919.04
## 1144          2                NA
## 1145          2          87367.41
## 1146          4         143739.67
## 1147          4         169209.29
## 1148          4         175143.04
## 1149          4         151188.83
## 1150          4                NA
## 1151          4         148975.34
## 1152          4         135697.38
## 1153          4         123594.97
## 1154          4         122613.32
## 1155          4         153537.00
## 1156          4         143749.78
## 1157          4         170652.54
## 1158          4         202061.56
## 1159          4         212988.48
## 1160          4         175853.62
## 1161          4         181247.83
## 1162          4         187220.19
## 1163          4         238055.78
## 1164          4         244218.79
## 1165          4         333420.43
## 1166          4         163028.07
## 1167          4         231248.49
## 1168          4         403138.94
## 1169          4         468771.31
## 1170          4         352538.60
## 1171          4         433668.36
## 1172          4         402852.40
## 1173          4         326084.25
## 1174          4         385301.60
## 1175          4         146164.22
## 1176          4         195537.51
## 1177          4         188000.68
## 1178          5         248702.20
## 1179          4         189478.04
## 1180          4         145737.21
## 1181          4         102200.39
## 1182          3         184080.10
## 1183          2         105637.43
## 1184          2         120864.39
## 1185          2         101926.80
## 1186          2          97721.37
## 1187          2         105502.67
## 1188          4         136310.61
## 1189          4         143266.51
## 1190          4         145347.96
## 1191          4         151648.85
## 1192          4         376053.59
## 1193          4         258622.65
## 1194          4         281163.12
## 1195          4         371493.61
## 1196          4         319342.03
## 1197          4         371479.39
## 1198          4         344574.45
## 1199          4         319644.35
## 1200          4         355214.85
## 1201          4         331079.81
## 1202          4         365514.98
## 1203          4         263299.01
## 1204          4         344932.01
##  [ reached 'max' / getOption("max.print") -- omitted 255 rows ]

S’exporta a un fitxer CSV el Id del data source de test i el preu de venda predit pel model. Aquest fitxer és el demanat al challenge de Kaggle.

kaggleChallenge = subset(output, select = c(Id,predictHousePrice ) )

write.csv(kaggleChallenge,".\\PRA2DamEus_Submission.csv", row.names = FALSE)

De les 1459 observacions del datasource de test, s’observa que 116 de les prediccions han estat na i per tant el model no ha estat capaç de predir.

sapply(output, function(x) sum(is.na(x)))

##                Id        MSSubClass          MSZoning       LotFrontage 
##                 0                 0                 4               227 
##           LotArea            Street             Alley          LotShape 
##                 0                 0              1352                 0 
##       LandContour         Utilities         LotConfig         LandSlope 
##                 0                 2                 0                 0 
##      Neighborhood        Condition1        Condition2          BldgType 
##                 0                 0                 0                 0 
##        HouseStyle       OverallQual       OverallCond         YearBuilt 
##                 0                 0                 0                 0 
##      YearRemodAdd         RoofStyle          RoofMatl       Exterior1st 
##                 0                 0                 0                 1 
##       Exterior2nd        MasVnrType        MasVnrArea         ExterQual 
##                 1                16                15                 0 
##         ExterCond        Foundation          BsmtQual          BsmtCond 
##                 0                 0                44                45 
##      BsmtExposure      BsmtFinType1        BsmtFinSF1      BsmtFinType2 
##                44                42                 1                42 
##        BsmtFinSF2         BsmtUnfSF       TotalBsmtSF           Heating 
##                 1                 1                 1                 0 
##         HeatingQC        CentralAir        Electrical          1stFlrSF 
##                 0                 0                 0                 0 
##          2ndFlrSF      LowQualFinSF         GrLivArea      BsmtFullBath 
##                 0                 0                 0                 2 
##      BsmtHalfBath          FullBath          HalfBath      BedroomAbvGr 
##                 2                 0                 0                 0 
##      KitchenAbvGr       KitchenQual      TotRmsAbvGrd        Functional 
##                 0                 1                 0                 2 
##        Fireplaces       FireplaceQu        GarageType       GarageYrBlt 
##                 0               730                76                78 
##      GarageFinish        GarageCars        GarageArea        GarageQual 
##                78                 1                 1                78 
##        GarageCond        PavedDrive        WoodDeckSF       OpenPorchSF 
##                78                 0                 0                 0 
##     EnclosedPorch         3SsnPorch       ScreenPorch          PoolArea 
##                 0                 0                 0                 0 
##            PoolQC             Fence       MiscFeature           MiscVal 
##              1456              1169              1408                 0 
##            MoSold            YrSold          SaleType     SaleCondition 
##                 0                 0                 1                 0 
##        vnSaleType        vnMSZoning predictHousePrice 
##                 1                 4               116

En la Distància de cook del model, s’observa un punt molt allunyat i altres amb una certa distància.

plot(cooks.distance(lmSalePrice4), pch = 16, col = "blue")

Conclusions

Tras analitzar les característiques d’aquest data set sobre les cases de Iowa, s’observa que els valors NA són propis del domini, o almenys així es registra en la definició del data set. S’aprecien valors outliers que impacten la potència estadística, però es decideix no treurel’s donat que semblen valors correctes analitzat el contexte d’altres variables que indiquen que el preu podria estar justificat, per la qualitat dels materials, any de construcció, metres del garatge o altres característiques que fan pensar que el valor és correcte. En aquest sentit hem tingut un dilema en quant a l’eliminació o tractament dels outliers per a obtenir una major potència estadística vs mantenir els valors al comprovar que tot indica que són correctes. Finalment s’ha decidit la segona opció.

Es fa una reducció de la dimensionalitat: eliminant aquells atributs que tenen el valor NA en la majoria dels seus registres i aquells atributs on no s’observa cap correlació amb la variable SalePrice. Per a analitzar la correlació dels atributs categòrics es creen variables numèriques ordinals a partir de les variables qualitatives. En els casos on no es pot establir un ordre es fa una mitja del preu per cadascú de les categories de la variable i s’estableix així l’ordre. Donat que hi ha una manca de normalitat en les variables, s’aplica el test de correlació no paramètric de Spearman.

Els atributs amb una més alta correlació són els incorporats al model de regressió lineal múltiple, que és el que s’usa per predir el preu en el challenge de Kaggle. El model obtingut té un coeficient de determinació d’un 82%. S’observa que en 16 casos dels 1451 observacions del dataset de test no és capaç de predir i el valor és NA. En general amb les proves fetes s’ha observat que el preu del model s’aproxima bastant al preu real.

En quant a la comparació de grups, tant en la comparació del preu per barris com comparant els preus dels anys 80 i 90, s’observen diferencies estadístiques en el preu de venda, més clares en la comparació per barris i no tan evidents en la comparació de preus entre els 80 i els 90 on hi ha un lleuger aument de la mitjana dels preus i una forta presència de preus molt elevats en els anys 90 (outliers).

WEBGRAPHY

HousePrices - kaggle https://www.kaggle.com/c/house-prices-advanced-regression-techniques/overview

HousePrices - kaggle - Tutorials https://www.kaggle.com/c/house-prices-advanced-regression-techniques/overview/tutorials

HousePrices - Kaggle - Start Here - Visualization and Model Stacking https://www.kaggle.com/rp1611/start-here-visualization-and-model-stacking

Trabajo de Fin de Grado - ESTUDIO DE TÉCNICAS SUPERVISADAS DE REDUCCIÓN DE DIMENSIONALIDAD PARA PROBLEMAS DE CLASIFICACIÓN - Álvaro Soriano Maganto 2016-2017 https://e-archivo.uc3m.es/bitstream/handle/10016/26504/TFG_Alvaro_Soriano_Maganto.pdf

The most common dimension techniques - RPubs https://rpubs.com/Saskia/520216

Análisis de Regresión - Alfonso Novales - Departamente de Economía Cuantitativa 2010 https://www.ucm.es/data/cont/docs/518-2013-11-13-Analisis%20de%20Regresion.pdf

StackOverflow - R - Perform a levene test with two samples with different sizes https://stackoverflow.com/questions/43749166/r-perform-a-levene-test-with-two-samples-with-different-sizes